ChainUQ: Reasoning Consistency-Aware Uncertainty Quantification for Large Language Models.

arXiv:2609.26060v1 Announce Type: new Abstract: While large language models (LLMs) exhibit impressive reasoning capabilities, response-level confidence may remain unreliable when intermediate claims conflict with the final conclusion. Therefore, effective unce