ConMA : Confidence-Guided Kernel Sampling with Multi-Stage Aggregation for LLM Reasoning

Yinuo Wang, Qingjie Li, Wenyao Cui, Qiuchi Li, Huaping Zhang. ConMA : Confidence-Guided Kernel Sampling with Multi-Stage Aggregation for LLM Reasoning. 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 29500-29518, Association for Computational Linguistics, 2026. [doi]

Abstract

Abstract is missing.