The authors introduce logicality-guided data sampling and assessment criteria that improve both logical faithfulness and task performance of LLMs on physics problems.
First,3 1/2 = √ 3≈1.732, then3 1/4 =√ 1.732≈1.316
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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.