The Self-Correction Illusion: LLMs Correct Others but Not Themselves 事件

The Self-Correction Illusion: LLMs Correct Others but Not Themselves arXiv:2606.05976v1 Announce Type: cross Abstract: Recent work shows that LLM agents struggle to correct errors in their own reasoning traces yet show markedly higher correction rates when identical claims appear under external sources. We ask whether this asymmetry reflects a capability deficit or a role-label artifact: does an agent's willingness to correct a wrong claim depend causally on the chat-template role that carries