Tracing the Light of Thought: A Probabilistic Self- and Cross-Consistency Verification Mechanism Improving Mathematical Reasoning in LLMs

Xiaoyang Liu, Dawei Wang, Tian Li, Huizhi Liang 0001, Gary Ushaw, Richard Davison 0001. Tracing the Light of Thought: A Probabilistic Self- and Cross-Consistency Verification Mechanism Improving Mathematical Reasoning in LLMs. In Maria Liakata, Viviane P. Moreira, Jiajun Zhang 0001, David Jurgens, editors, Findings of the Association for Computational Linguistics, ACL 2026, San Diego, California, United States, July 2-7, 2026. pages 22444-22459, Association for Computational Linguistics, 2026. [doi]

Abstract

Abstract is missing.