The authors introduce logicality-guided data sampling and assessment criteria that improve both logical faithfulness and task performance of LLMs on physics problems.
κ≥ vuut θ2 I u,d (1,−1) 2 2 + 4− θ dβ −θ I u,d (1,−1) √ 2 2 2 Logical Nexus (Expression Computation Problem)
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Scientific Logicality Enriched Methodology for LLM Reasoning: A Practice in Physics
The authors introduce logicality-guided data sampling and assessment criteria that improve both logical faithfulness and task performance of LLMs on physics problems.