How Long Reasoning Chains Influence LLMs' Judgment of Answer Factuality

Minzhu Tu, Shiyu Ni, Keping Bi

Large language models (LLMs) has been widely adopted as a scalable surrogate for human evaluation, yet such judges remain imperfect and susceptible to surface-level biases. One pos…