The Self-Correction Illusion: Role Relabeling Gates Explicit Error Flagging in Large Language Models

Kuan-Yen Chen, Fang-Yi Su, Shih-Yen Lin +2

Recent works show that LLM agents struggle to correct errors in their own reasoning traces, despite their ability to correct errors from external sources. We ask whether this refle…