Scientific Logicality Enriched Methodology for LLM Reasoning: A Practice in Physics

In three linesSystematic investigation of logicality in LLM scientific reasoning. Authors develop a logicality-enriched methodology with assessment criteria and data sampling methods for logicality-guided training. Experiments on three backbone LLMs using physics problems extracted from academic literature. Code released.

Summary generated by Claude — human-verified