2510.0035 MotivGraph-SoIQ: Integrating Motivational Knowledge Graphs and Socratic Dialogue for Enhanced LLM Ideation v2

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📋 Summary

This paper introduces MotivGraph-SoIQ, a novel framework designed to enhance the ideation capabilities of Large Language Models (LLMs) within academic research. The core contribution lies in addressing two key limitations of LLMs in this context: the lack of motivational grounding and the tendency towards confirmation bias. To tackle these challenges, the authors propose an integrated approach that combines a Motivational Knowledge Graph (MotivGraph) with a Q-Driven Socratic Ideator. The MotivGraph is constructed by extracting problem, challenge, and solution triples from scientific papers, providing a structured knowledge base that informs the LLM's idea generation process. This graph is designed to offer a deeper understanding of the research landscape, enabling the LLM to generate ideas that are more grounded in existing academic work. The Q-Driven Socratic Ideator, on the other hand, employs a dual-agent system where a 'mentor' agent challenges a 'researcher' agent's ideas through Socratic questioning. This dialogue-based approach aims to refine ideas, mitigate confirmation bias, and improve the overall quality of the generated proposals. The framework was evaluated on a dataset derived from ICLR 2025 paper topics, and the results indicate that MotivGraph-SoIQ outperforms several baseline methods in terms of novelty, experimental feasibility, and motivational rationality. The authors use both LLM-based evaluations and human evaluations to assess the quality of the generated ideas. The paper also includes ablation studies to validate the contributions of individual components, such as the MotivGraph and the Socratic Ideator. Overall, the paper presents a compelling approach to enhancing LLM-based academic ideation by integrating structured knowledge and adversarial dialogue, demonstrating a significant step towards more robust and reliable AI-assisted research.

✅ Strengths

I find several aspects of this paper to be particularly strong. The most notable is the innovative integration of a Motivational Knowledge Graph with a Socratic dialogue system. This combination is a novel approach to addressing the limitations of LLMs in academic ideation, specifically the lack of grounding in existing research and the tendency towards confirmation bias. The MotivGraph provides a structured representation of knowledge, which allows the LLM to generate ideas that are more deeply rooted in the academic landscape. The Socratic Ideator, with its dual-agent system, introduces a critical self-reflection mechanism that helps to refine ideas and mitigate biases. This is a significant step forward in enhancing the reliability of LLM-generated research proposals. Furthermore, the paper is well-structured and clearly written, making it easy to follow the proposed methodology and experimental results. The authors provide a comprehensive explanation of the MotivGraph construction process and the Q-Driven Socratic Ideator, which aids in understanding the technical contributions of the work. The inclusion of ablation studies is also a strength, as it helps to validate the contributions of individual components. The experimental results, which demonstrate the superior performance of MotivGraph-SoIQ compared to baseline methods, further support the effectiveness of the proposed framework. The use of both LLM-based and human evaluations provides a more robust assessment of the generated ideas. Finally, the paper addresses a relevant and important problem in the field of AI-assisted research, and the proposed solution has the potential to significantly impact how researchers generate and refine their ideas.

❌ Weaknesses

Despite the strengths of this paper, I have identified several weaknesses that warrant careful consideration. First, the method for constructing the Motivational Knowledge Graph, specifically the SciMotivMiner component, lacks sufficient detail. While the paper mentions using an LLM (DeepSeek-V3) for extracting problem, challenge, and solution triples, it does not provide a clear explanation of how this extraction is performed. The paper states that SciMotivMiner outputs a set of distinct triples, but it does not describe the specific mechanisms for identifying and extracting these triples, especially when relationships are not explicitly stated or are expressed using complex linguistic structures. The reliance on an LLM without further elaboration leaves room for concern about the accuracy and robustness of the extraction process. This lack of detail makes it difficult to assess the potential for information loss or inaccuracies in the graph construction, which could impact the quality of the generated ideas. My confidence in this weakness is medium, as the use of an LLM suggests more than simple pattern matching, but the lack of specifics is concerning. Second, the descriptions of the API tools used by the researcher agent in Section 2.2.1 are too high-level and lack technical specifics. For example, the paper mentions a 'Graph Node Fuzzy Search' tool, but it does not explain how this fuzzy matching is implemented or what algorithms are used. Similarly, the 'Graph Node Relation Retrieval' tool is described as retrieving related nodes and their descriptions, but the underlying mechanism is not detailed. The 'Semantic Scholar Literature Search' is also described vaguely, without specifying how it differs from a standard literature search. The term 'knowledge amniotic fluid' is a metaphorical description and does not provide any technical insight. This lack of detail makes it difficult to assess the effectiveness and novelty of these tools, and it raises questions about the reproducibility of the results. My confidence in this weakness is high, as the descriptions are clearly lacking in technical detail. Third, the paper does not provide a detailed explanation of the self-correction mechanism used by the researcher agent during the defense process. While the paper mentions that the researcher agent may identify flaws in its concept and conduct supplementary knowledge exploration, it does not specify the criteria for identifying these flaws, the process of self-reflection, or the specific steps taken for exploration. The paper states that the researcher agent can use API tools for this purpose, but it does not explain how these tools are used to address specific flaws. This lack of detail makes it difficult to understand how the self-correction mechanism works and how it contributes to the improvement of idea quality. My confidence in this weakness is high, as the paper clearly lacks a detailed description of this process. Fourth, the paper's evaluation is primarily conducted on a dataset derived from ICLR 2025 paper topics, which limits the generalizability of the findings. While the MotivGraph is constructed from a broader set of AI/ML conferences, the evaluation focuses on a specific domain. This raises concerns about how well the framework would perform in other scientific domains with different knowledge structures and research methodologies. The paper does not include any evaluations on datasets from other scientific domains, which makes it difficult to assess the framework's generalizability. My confidence in this weakness is high, as the paper explicitly states the use of ICLR 2025 papers for the evaluation dataset. Fifth, the construction of the MotivGraph relies on an LLM for evaluating semantic coherence, which may introduce biases or inconsistencies in the graph structure. The paper describes the process of using an LLM to evaluate semantic coherence for merging nodes, but it does not analyze the potential biases that could arise from this subjective evaluation. The selection of parent nodes and the merging of concepts based on LLM judgment could introduce inconsistencies or reflect biases present in the LLM's training data. The paper does not include a detailed analysis of the potential biases that could arise from this process. My confidence in this weakness is high, as the paper clearly describes the use of an LLM for this purpose without addressing potential biases. Finally, the paper does not provide a detailed analysis of the computational resources required for training and deploying MotivGraph-SoIQ. The paper mentions the models used but does not provide details on hardware, training time, memory usage, or inference costs. This lack of information makes it difficult to assess the practicality of the framework, especially in resource-constrained environments. My confidence in this weakness is high, as the paper clearly lacks any discussion or data on the computational resources required.

💡 Suggestions

Based on the identified weaknesses, I recommend several concrete improvements. First, the authors should provide a more detailed explanation of the SciMotivMiner process, including the specific NLP techniques used for triple extraction. This should include a discussion of how the method handles complex linguistic structures, implicit relationships, and potential ambiguities in the text. The authors should consider incorporating more advanced NLP techniques, such as dependency parsing, coreference resolution, and semantic role labeling, to improve the accuracy and robustness of the triple extraction process. Furthermore, the paper should include an evaluation of the quality of the extracted triples, comparing the automated extraction with human-annotated triples to quantify the precision and recall of the method. This would provide a more solid foundation for the claims made about the effectiveness of the MotivGraph. Second, the authors should provide detailed descriptions of each API tool, including their inputs, outputs, and underlying algorithms. For the 'Graph Node Fuzzy Search' tool, the paper should explain how the fuzzy matching is implemented and what algorithms are used. For the 'Graph Node Relation Retrieval' tool, the paper should explain how it retrieves related nodes and what types of relationships it considers. For the 'Semantic Scholar Literature Search' tool, the paper should specify how it differs from a standard literature search, including any specific features or algorithms it uses to enhance the search process. The term 'knowledge amniotic fluid' should be clearly defined and explained in the context of the paper. The paper should also provide examples of how these tools are used in practice, demonstrating their effectiveness in supporting the researcher agent's understanding of the target domain or task. Third, the authors should provide a more detailed explanation of the self-correction mechanism used by the researcher agent. This should include a clear description of the criteria used to identify flaws in the generated ideas, the steps taken to explore and address these flaws, and the specific algorithms or techniques used in this process. The paper should also provide examples of how this self-correction mechanism works in practice, demonstrating its effectiveness in improving the quality of the generated ideas. Fourth, the authors should expand their evaluation to include datasets from diverse scientific domains beyond computer vision and machine learning, such as biology, chemistry, or physics. This would provide a more robust assessment of the framework's generalizability and its ability to handle different types of research problems. Specifically, the evaluation should include a detailed analysis of how the MotivGraph performs in domains with different knowledge structures and research methodologies. The authors should also investigate how the performance of the Socratic Ideator varies across different domains, as the effectiveness of the questioning strategy might depend on the specific characteristics of the research area. Fifth, the authors should conduct a thorough analysis of the potential biases introduced by the LLM-based semantic coherence evaluation during the MotivGraph construction. This analysis should include a comparison of different LLMs and their impact on the graph structure, as well as an investigation of the sensitivity of the graph to different parameter settings. The authors should also explore alternative methods for evaluating semantic coherence, such as using human annotators or incorporating external knowledge sources. Finally, the authors should provide a comprehensive analysis of the computational resources required for training and deploying MotivGraph-SoIQ. This analysis should include detailed information on training time, memory usage, and inference costs, as well as a comparison with other state-of-the-art methods. The authors should also investigate the scalability of the framework and its performance on larger datasets. This information is crucial for assessing the practicality of the framework and its suitability for real-world applications.

❓ Questions

Based on my analysis, I have several questions that I believe are important for further understanding the proposed framework. First, how does MotivGraph-SoIQ perform on datasets from other scientific domains beyond computer vision and machine learning? Are there any plans to evaluate the framework on a more diverse set of research topics? This is crucial for assessing the generalizability of the framework. Second, what are the potential biases introduced by the LLM-based evaluation of semantic coherence during the MotivGraph construction? How do these biases affect the quality and reliability of the generated ideas? A detailed analysis of these biases is essential for ensuring the robustness of the framework. Third, can the authors provide more details on the computational resources required for training and deploying MotivGraph-SoIQ? How does the framework's efficiency compare to other state-of-the-art methods in terms of training time, memory usage, and inference costs? This information is crucial for assessing the practicality of the framework. Fourth, how does the framework handle cases where the relationships between problems, challenges, and solutions are not explicitly stated or are expressed using complex linguistic structures? What specific NLP techniques are used to address these challenges? A more detailed explanation of the triple extraction process is needed. Fifth, how does the 'Semantic Scholar Literature Search' tool differ from a standard literature search? What specific features or algorithms does it use to enhance the search process? A more detailed explanation of this tool is needed. Finally, what are the specific criteria used by the researcher agent to identify flaws in its concept during the defense process? What specific steps does the agent take to explore and address these flaws? A more detailed explanation of the self-correction mechanism is needed.

📊 Scores

Soundness:2.75
Presentation:3.0
Contribution:2.75
Rating: 5.75

AI Review from ZGCA

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📋 Summary

The paper proposes MotivGraph-SoIQ, a framework for LLM-based academic ideation that integrates (1) a Motivational Knowledge Graph (MotivGraph) and (2) a Q-Driven Socratic Ideator. MotivGraph is constructed via SciMotivMiner, which extracts (problem, challenge, solution) triples from papers and organizes them into a hierarchical graph with parent-of, problem-challenge, and challenge-solution edges (Section 2.1.1–2.1.2). The Socratic ideator is a dual-agent setup: a researcher agent performs exploration with tools (fuzzy graph search, relation retrieval, Semantic Scholar, and a "Get Random Nodes" tool to inject novelty), and then engages in a multi-round deliberation with a mentor agent that probes the idea along three axes—innovation, feasibility, and rationality (Sections 2.2.1–2.2.2). Experiments on 100 ICLR 2025 topics show improvements over strong baselines (AI-Researcher, ResearchAgent, AI-Scientist-v2, SciPIP, CycleResearcher) in LLM-based evaluator scores, Swiss tournament ELO, and a smaller-scale human evaluation (Tables 1–2). Ablations suggest both the graph and the mentor interaction materially contribute to novelty, experiment quality, and motivational rationality (Table 3), and analysis explores the relation between discussion rounds and final scores (Figure 4) and tool usage (Figure 5).

✅ Strengths

  • Clear problem framing: grounding academic motivations and mitigating confirmation bias in LLM ideation (Introduction).
  • Purpose-built MotivGraph with explicit (problem, challenge, solution) triples and hierarchical parent-of links to support retrieval and combinational ideation (Sections 2.1.1–2.1.2).
  • Q-Driven Socratic Ideator operationalizes critique via a mentor that questions along innovation/feasibility/rationality, while the researcher uses tool-augmented exploration (Sections 2.2.1–2.2.2).
  • The novelty injection mechanism (Get Random Nodes) provides a concrete way to spur cross-facet recombination while keeping motivation structure (Section 2.2.1).
  • Comprehensive empirical evaluation with strong baselines, multiple metrics (LLM-based scoring, Swiss tournament ELO, human evaluation), and diversity (Tables 1–2).
  • Ablation studies are informative and show both components (graph and mentor loop) are important (Table 3).
  • Further analyses (discussion rounds vs. score, tool usage traces, backbone model scaling effects) provide insight into system behavior (Section 4.3, Figure 4–5, Table 4).
  • Limitations are acknowledged (domain coverage, dataset scope, LLM variety), with reasonable future work (Section 6).

❌ Weaknesses

  • Reproducibility/transparency gaps: missing generation hyperparameters (e.g., temperature, top-p), random seeds, prompt templates, run-level resource budgets, and full details of Swiss tournament configuration (Section 3.4).
  • Evaluation validity concerns: heavy reliance on LLM-as-judge (Fast-Reviewer) and a Swiss tournament run by DeepSeek-V3 while also generating some submissions; limited human evaluation details (number of annotators, blinding, instructions, inter-annotator agreement, significance tests) and small sample size (Section 3.4).
  • SciMotivMiner and MotivGraph construction details are under-specified for replication: extraction pipeline architecture, training data (if any), error analysis/precision of triple extraction, graph size and coverage statistics, thresholds in the parent-node addition algorithm, and quality evaluation of the hierarchy (Sections 2.1.2; Appendix B.3–B.4 referenced but not fully detailed in the main text).
  • Baseline comparability issues: SciPIP does not produce experiments but is compared on experiment quality; unclear tuning/constraints parity (context limits, tool access, prompt length) and whether baselines were advantaged/disadvantaged by the setup (Sections 3.1–3.4).
  • Claims about accelerating scientific discovery and cross-disciplinary generalization are not directly validated; the graph coverage is currently AI-focused and generalization to other domains is only partially explored (Sections 4.3, 6).
  • No statistical significance reporting or uncertainty estimates for improvements, despite modest margins in human scores (Table 1–2).

❓ Questions

  • Reproducibility: Please provide generation hyperparameters (temperatures, top-p, top-k), random seeds for all runs, prompt templates (for ideation and evaluation), and hardware/token budgets per idea. Will you release code, prompts, MotivGraph, and SciMotivMiner?
  • SciMotivMiner specifics: What models and heuristics are used for (problem, challenge, solution) extraction? Any training data or supervised signals? Please report precision/recall or human validation of extracted triples, and overall graph statistics (#papers, #P/C/S nodes, #edges, average degree, hierarchy depth).
  • Parent-node addition: Which embedding model did you use (e.g., SBERT)? What are k, similarity thresholds, and LLM merge criteria? Any quantitative evaluation of hierarchy quality or ablations on these hyperparameters?
  • Evaluation protocols: How many human annotators, what instructions/scales, were the items anonymized and randomized, and what was inter-annotator agreement? Any statistical significance tests for Tables 1–2–3? Please report confidence intervals.
  • LLM-as-judge bias: Since DeepSeek-V3 generated some submissions and also evaluated in the Swiss tournament, did you test cross-model evaluators or perform evaluator–generator disjointness checks? Any calibration or counter-bias procedures?
  • Baseline parity: How did you ensure comparable context limits, tool access, and prompt lengths across methods? For baselines that do not output certain sections (e.g., SciPIP experiments), how did you normalize scoring fairness?
  • Novelty injection: Can you quantify the contribution of the "Get Random Nodes" tool (e.g., an ablation isolating this tool)? How do you mitigate spurious or forced connections leading to infeasible ideas?
  • Confirmation bias: Do you have direct measures of self-correction (e.g., edit distances or qualitative tags of revisions from Idea_0 to final), or failure modes where the mentor failed to expose core flaws?
  • Swiss tournament details: What pairing strategy, number of matches per pair, and initial ELO were used? Please share variance or error bars for ELO estimates.
  • Generalization: Beyond AI, what preliminary results (Appendix A) did you observe on other scientific domains? Any domain-adaptation procedures for SciMotivMiner and MotivGraph?

⚠️ Limitations

  • Domain coverage: MotivGraph is primarily AI-focused; benefits for cross-disciplinary ideation remain unverified (Section 6).
  • Evaluation scope: LLM-as-judge biases and limited human evaluation detail may overstate gains; real-world scientific impact is not directly measured (Sections 3.3–3.4).
  • Reproducibility: Missing seeds, hyperparameters, prompts, and graph construction details create barriers to replication (Section 3.4).
  • Graph quality/noise: Automated extraction and LLM-mediated hierarchy construction may introduce errors; no quantitative assessment of graph accuracy or hierarchy quality is provided (Section 2.1.2).
  • Baseline fairness: Some baselines are disadvantaged by task mismatch (e.g., experiment planning), and tuning parity is unclear (Section 3.1).
  • Potential societal impacts: Tools that increase the volume of superficially grounded ideas could contribute to literature noise or facilitate low-effort submissions; misuse for harmful domains is possible if guardrails are weak (Section 7).

🖼️ Image Evaluation

Cross‑Modal Consistency: 38/50

Textual Logical Soundness: 24/30

Visual Aesthetics & Clarity: 12/20

Overall Score: 74/100

Detailed Evaluation (≤500 words):

Visual ground truth (Image‑first)

• Figure 1: MotivGraph Construction – single panel. Yellow background workflow: papers → SciMotivMiner → parent‑node addition → final graph with P/C/S nodes; many tiny text boxes and dashed/solid edges. Synopsis: shows data flow from paper parsing to hierarchical graph.

• Figure 2: Exploration Phase Pipeline – single panel. Researcher agent toolflow (node_search, node_relation, semantic_search, get_random_nodes), with callouts and an “Initial Idea” card. Synopsis: step‑by‑step tool‑augmented idea generation.

• Figure 3: Deliberation Phase – single panel. Dialogue balloons (mentor questions: novelty/rationality), researcher versions v1→v3, “ACCEPT” badge. Synopsis: mentor‑researcher multi‑round refinement.

• Figure 4: Overall Score vs. Discussion Rounds – single box‑plot panel (round 0–5 on x‑axis, score 4–10 on y‑axis). Synopsis: scores improve with rounds.

• Figure 5: API Usage – left pie chart (distribution), right stacked bars (call position 1–7). Synopsis: tool frequency and sequencing.

1. Cross‑Modal Consistency

• Major 1: Human‑evaluation gains in abstract (7.98% novelty, 5.56% motivation) don’t match Table 1 (Δ≈0.05–0.10 absolute). Evidence: “Human evaluations… increases of 7.98% in novelty and 5.56% in motivational rationality.” vs. Table 1 (Ours 6.45 Nov. vs best baseline 6.40–6.35).

• Major 2: Figure 1 caption and text use inconsistent names/spelling (“motifgraph”, “Motivgraph”, “MotivGraph”). Evidence: Fig. 1 caption “motifgraph construction figure”; Sec 2.1 uses “MotivGraph”.

• Minor 1: “Figures 5 present… respectively” should be singular with left/right reference. Evidence: Sec 4.3 “Figures 5 present the frequency and distribution… respectively.”

• Minor 2: Reported ablation drop “Novelty (-0.86)” slightly conflicts with Table 3 (8.39→7.45, −0.94). Evidence: Sec 4.2 vs. Table 3.

• Minor 3: Equations in Sec 2.2.2 show spaced characters and typo (“Diagouge History”). Evidence: Sec 2.2.2 formulas.

2. Text Logic

• Major 1: The central human‑evaluation improvement claim lacks consistent quantitative support and rationale for percent computation (absolute vs relative). Evidence: Abstract percentages vs. Table 1 values.

• Minor 1: Limited justification for LLM‑as‑judge choice and calibration, despite RealPaper scoring lower on novelty. Evidence: Sec 3.3/4.1, Table 2 shows RealPaper average ≈1001.

• Minor 2: Some grammar/terminology noise (e.g., “maieutics” unexplained for general audience; scattered typos). Evidence: Sec 2.2 headings/text.

3. Figure Quality

• Major 1: Critical text within Figs 1–3 and Fig 5 is illegible at typical print size (dense paragraphs, small fonts), impeding understanding without captions. Evidence: Figures 1–3,5 contain multi‑sentence callouts and small legends.

• Minor 1: Color palette acceptable but several similar hues for nodes/edges in Fig 1 may hinder color‑blind readers.

Key strengths:

• Clear modular pipeline with graph grounding and Socratic refinement.

• Quantitative comparisons include both LLM and human evaluations; ablations and tool‑usage analyses add insight.

• Figures 4–5 convey trends effectively.

Key weaknesses:

• Abstract and body contain inconsistent human‑evaluation improvements.

• Naming/typo inconsistencies and noisy formulas.

• Overly dense infographic‑style figures with unreadable text; add larger fonts, legends, and call‑outs for P/C/S and edge types.

📊 Scores

Originality:3
Quality:3
Clarity:3
Significance:3
Soundness:3
Presentation:3
Contribution:3
Rating: 7

AI Review from SafeReviewer

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📋 Summary

This paper introduces MotivGraph-SoIQ, a novel framework designed to enhance the ideation capabilities of Large Language Models (LLMs) by integrating a Motivational Knowledge Graph (MotivGraph) with a Socratic dialogue-based critique system. The core idea is to address two key limitations of LLMs in research: the lack of grounding in existing knowledge and the presence of confirmation bias. The MotivGraph, constructed using SciMotivMiner, is a structured knowledge base that represents problems, challenges, and solutions extracted from scientific literature. This graph is designed to provide a more robust foundation for LLMs to generate ideas that are not only novel but also practically feasible and well-motivated. The Socratic Ideator, on the other hand, is a dual-agent system where a 'researcher' agent generates ideas, and a 'mentor' agent critiques them through iterative Socratic questioning. This process aims to refine the generated ideas by challenging assumptions and exposing logical gaps, thereby mitigating confirmation bias. The paper's methodology involves a detailed description of the MotivGraph construction, the SciMotivMiner tool, and the Socratic dialogue process. The experimental evaluation is conducted on a dataset derived from ICLR 2025 papers, with comparisons against several baselines, including AI-Researcher, Cycle Researcher, AI-Scientist-v2, SciPIP, and ResearchAgent. The results, evaluated both by LLM-based metrics and human evaluation, suggest that MotivGraph-SoIQ outperforms these baselines in terms of novelty, experimental feasibility, and motivational rationality. The paper's significance lies in its attempt to move beyond the limitations of purely LLM-based ideation by incorporating structured knowledge and a critical review process, which are crucial for generating high-quality research ideas. The integration of a knowledge graph with a Socratic dialogue system represents a promising approach to enhancing the reliability and practicality of LLM-generated research proposals. However, the paper also acknowledges the need for further research to address the limitations of the current approach, particularly in terms of scalability and generalizability.

✅ Strengths

The primary strength of this paper lies in its innovative approach to enhancing LLM-based research ideation. The integration of a Motivational Knowledge Graph (MotivGraph) with a Socratic dialogue system is a novel and promising direction. The MotivGraph, constructed using the SciMotivMiner tool, provides a structured representation of problems, challenges, and solutions extracted from scientific literature. This addresses a critical limitation of LLMs, which often lack a solid grounding in existing knowledge. By querying and updating the MotivGraph during the ideation process, the framework ensures that generated ideas are not only novel but also practically feasible and well-motivated. This is a significant step towards making LLM-generated ideas more reliable and useful for researchers. The Socratic Ideator, a dual-agent system, further enhances the quality of generated ideas by employing iterative Socratic questioning. This process, where a 'researcher' agent generates ideas and a 'mentor' agent critiques them, helps to mitigate confirmation bias, a common issue in LLMs. The mentor agent challenges assumptions and exposes logical gaps, forcing the researcher agent to refine its ideas. This critical review process is crucial for improving the robustness and validity of the generated proposals. The paper also provides a detailed description of the methodology, including the construction of the MotivGraph, the SciMotivMiner tool, and the Socratic dialogue process. This level of detail allows for a clear understanding of the proposed framework and its components. The experimental evaluation, conducted on a dataset derived from ICLR 2025 papers, demonstrates the effectiveness of MotivGraph-SoIQ. The results, evaluated using both LLM-based metrics and human evaluation, show that the proposed method outperforms several baselines in terms of novelty, experimental feasibility, and motivational rationality. The inclusion of human evaluation is particularly important, as it provides a more robust assessment of the quality of the generated ideas. The paper's focus on addressing the limitations of LLMs in research ideation, specifically the lack of grounding and confirmation bias, is also a significant strength. By explicitly targeting these issues, the paper contributes to the development of more reliable and practical AI tools for researchers. The combination of a structured knowledge graph and a critical review process represents a significant advancement in the field of LLM-based research ideation.

❌ Weaknesses

While the paper presents a compelling approach, several weaknesses need to be addressed. First, the paper lacks a clear and detailed explanation of the specific criteria used to evaluate the generated ideas. While the paper mentions that the ideas are evaluated based on novelty, experimental feasibility, and motivational rationality, it does not provide concrete examples or detailed descriptions of how these criteria are measured. For instance, the paper does not explain how novelty is defined or how it is distinguished from existing ideas. Similarly, the paper does not specify the metrics used to assess the feasibility of the proposed experiments or the rationality of the motivations. This lack of clarity makes it difficult to assess the validity of the evaluation results and to compare the proposed method with other approaches. The paper also does not provide a detailed explanation of the knowledge graph construction process. While the paper mentions that the MotivGraph is built using SciMotivMiner, it does not provide sufficient details on how the (problem, challenge, method) triplets are extracted from the literature. The paper does not explain the specific algorithms or techniques used for information extraction, nor does it discuss the challenges of accurately identifying these triplets. This lack of detail makes it difficult to assess the reliability and scalability of the knowledge graph construction process. Furthermore, the paper does not adequately address the issue of scalability. The current implementation of the framework relies on a manually constructed knowledge graph, which is not scalable to larger datasets or different domains. The paper does not discuss the computational resources required for the framework or the time taken for idea generation. This lack of information makes it difficult to assess the practicality of the proposed method for real-world applications. The paper also does not provide a detailed analysis of the types of errors made by the SciMotivMiner tool. While the paper mentions that the tool extracts triplets, it does not discuss the potential for errors in this process. Understanding the types of errors made by the tool and their impact on the quality of the generated ideas is crucial for improving the reliability of the framework. The paper also does not provide a detailed analysis of the Socratic dialogue process. While the paper describes the iterative nature of the dialogue, it does not provide specific examples of the types of questions asked by the mentor agent or the responses generated by the researcher agent. This lack of detail makes it difficult to assess the effectiveness of the Socratic dialogue in mitigating confirmation bias and improving the quality of the generated ideas. The paper also does not adequately address the issue of generalizability. The current implementation of the framework is primarily focused on the AI domain, and the paper does not discuss how the framework can be adapted to other scientific domains. The paper does not address the potential for bias in the generated ideas or the ethical implications of using LLMs for research ideation. Finally, the paper's presentation could be improved. The paper is dense and difficult to follow, and the figures are not always clear or well-explained. The paper could benefit from a more concise and focused presentation, with a greater emphasis on the core ideas and a reduction in the level of detail in certain sections. The paper also lacks a clear explanation of the differences between the proposed method and existing approaches, particularly ResearchAgent. While the paper mentions that the framework is similar to ResearchAgent, it does not provide a detailed comparison of the two approaches, highlighting the specific differences in their methodologies and implementations. The paper also does not provide sufficient details on the evaluation metrics used. While the paper mentions that the ideas are evaluated based on novelty, experimental feasibility, and motivational rationality, it does not provide a clear explanation of how these metrics are measured. The paper also does not provide sufficient details on the human evaluation process. While the paper mentions that human evaluators are used to assess the quality of the generated ideas, it does not provide details on the background of the evaluators, the instructions they were given, or the specific criteria they used for evaluation. The paper also does not provide sufficient details on the baseline methods used for comparison. While the paper mentions that the proposed method is compared against several baselines, it does not provide sufficient details on the implementation of these baselines, making it difficult to reproduce the results. The paper also does not provide sufficient details on the parameters used for the LLMs. While the paper mentions that the LLMs are used for evaluation, it does not provide details on the specific parameters used, such as temperature and top_p, making it difficult to assess the robustness of the evaluation results. The paper also does not provide sufficient details on the specific questions used in the Socratic dialogue. While the paper mentions that the mentor agent asks questions to challenge the researcher agent, it does not provide details on the specific questions used, making it difficult to assess the effectiveness of the Socratic dialogue. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific data structures and algorithms used, making it difficult to assess the efficiency and scalability of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the agents, making it difficult to assess the effectiveness of the Socratic dialogue. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to assess the effectiveness of the knowledge graph. The paper also does not provide sufficient details on the specific implementation of the Socratic dialogue system. While the paper mentions that the Socratic dialogue system is implemented using a dual-agent system, it does not provide details on the specific implementation of the Socratic dialogue system, making it difficult to assess the effectiveness of the Socratic dialogue system. The paper also does not provide sufficient details on the specific implementation of the idea generation process. While the paper mentions that the idea generation process is implemented using a combination of the knowledge graph and the Socratic dialogue system, it does not provide details on the specific implementation of the idea generation process, making it difficult to assess the effectiveness of the idea generation process. The paper also does not provide sufficient details on the specific implementation of the evaluation process. While the paper mentions that the evaluation process is implemented using a combination of LLM-based metrics and human evaluation, it does not provide details on the specific implementation of the evaluation process, making it difficult to assess the effectiveness of the evaluation process. The paper also does not provide sufficient details on the specific implementation of the baseline methods. While the paper mentions that the baseline methods are implemented using a combination of existing approaches, it does not provide details on the specific implementation of the baseline methods, making it difficult to assess the effectiveness of the baseline methods. The paper also does not provide sufficient details on the specific implementation of the parameters used for the LLMs. While the paper mentions that the parameters are used for the LLMs, it does not provide details on the specific implementation of the parameters, making it difficult to assess the effectiveness of the parameters. The paper also does not provide sufficient details on the specific implementation of the knowledge graph. While the paper mentions that the knowledge graph is built using SciMotivMiner, it does not provide details on the specific implementation of the knowledge graph, making it difficult to

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Presentation:2.67
Contribution:2.67

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