作者位次 #3/6ACL 2026Poster· Natural Language Processing
Truth or Sophistry? L o F a: A Benchmark for LLM Robustness Against Logical Fallacies
Xudong Shen · Li Yuan · Ye Chen · Xin Wu · Yi Cai · Zhiyong Wu
摘要
While Large Language Models (LLMs) exhibit strong semantic capabilities, their resilience to manipulative linguistic patterns such as logical fallacies remains an underexplored area. Prior work has focused on the ability of LLMs to identify or classify fallacies, but their robustness against thes...