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Bhatia, Gagan, Sripada, Somayajulu G · 2026 · arXiv 2510.06107

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

cs.AI · 2026-06-04 · conditional · novelty 6.0

Relabeling an identical erroneous claim from the model's own thought role to an external chat role increases explicit correction rates by 23-93 percentage points across 13 model-domain cells, indicating a chat-template artifact rather than a cognitive deficit.

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  • The Self-Correction Illusion: LLMs Correct Others but Not Themselves cs.AI · 2026-06-04 · conditional · none · ref 3

    Relabeling an identical erroneous claim from the model's own thought role to an external chat role increases explicit correction rates by 23-93 percentage points across 13 model-domain cells, indicating a chat-template artifact rather than a cognitive deficit.