@article{scientificlogicalityenrichedmethodologyf, title = {Scientific Logicality Enriched Methodology for LLM Reasoning: A Practice in Physics}, author = {Zhaoxin Yu and Nan Xu and Kun Chen and Jiahao Zhao and Lei Wang and Wenji Mao}, year = {2026}, eprint = {2605.17104}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.17104}, }