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Research2026-06-09 · source-backed
LLMs barely correct errors in their own reasoning traces but readily correct the identical claim when it's attributed to an external source. Relabeling a claim from the agent's own role to an external one raises the explicit-correction rate by 23 to 93 percentage points across model families. That's a massive, free lift, and it has direct implications for how you wire any review step. More on the practical move in skills.
Each link below shares sources, entities, or timing with this story.
Shared entity: LLMs / Same source domain / Shared topic / What happened next
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (massive, model).
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, model).
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (claim, external).
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, model).
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, model).
Shared entity: LLMs / Same source domain / Shared topic / Earlier coverage
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, model).
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, model).
Shared entity: LLMs / Same source domain / What happened next / Tension
Both cover LLMs; reported by the same outlet (arxiv.org); picks up the LLMs thread on 2026-08-17.