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Robust Zero-Shot NER for Crises via Iterative Knowledge Distillation and Confidence-Gated Induction
Version 2
(Latest)
October 27, 2025 00:59
Robust Zero-Shot NER for Crises via Iterative Knowledge Distillation and Confidence-Gated Induction
This research presents a comprehensive diagnostic study of confidence-gated iterative induction for zero-shot Named Entity Recognition (NER) in crisis scenarios. While existing approaches struggle to adapt to novel disaster lexicons …
Latest Version
Version 1
October 19, 2025 05:45
Robust Zero-Shot NER for Crises via Iterative Knowledge Distillation and Confidence-Gated Induction
This research explores the brittleness of Named Entity Recognition (NER) in cold-start crisis scenarios, where models often fail to adapt to novel disaster lexicons without manually curated resources or task-specific …