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Structural Homological Resolution with Dual-Stream Parameter Compression: A Unified Framework for Mathematical Reasoning under Extreme Resource Constraints
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May 24, 2026 21:41
Structural Homological Resolution with Dual-Stream Parameter Compression: A Unified Framework for Mathematical Reasoning under Extreme Resource Constraints
Abstract This paper proposes a novel mathematical reasoning framework—Structural Homological Resolution with Dual-Stream Parameter Compression (SHR-DS)—aimed at addressing the fundamental challenge of building high-performance mathematical reasoning models under extreme hardware …
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