作者位次 #5/7ACL 2026Findings· Findings of ACL
SPD -Faith Bench: Diagnosing and Improving Faithfulness in Chain-of-Thought for Multimodal Large Language Models
Weijiang Lv · Yaoxuan Feng · Xiaobo Xia · Jiayu Wang · Yan Jing · Wenchao Chen · Bo Chen
摘要
Chain-of-Thought reasoning is widely used to improve the interpretability of multimodal large language models (MLLMs), yet the faithfulness of the generated reasoning traces remains unclear. Prior work has mainly focused on perceptual hallucinations, leaving reasoning level unfaithfulness underex...