Non-reasoning LLMs fail to correct their own errors (64.5% blind spot) while correcting identical external errors, and appending 'Wait' cuts the gap by 89.3%.
Gemini 2.5: Pushing the frontier with advanced reasoning, multimodality, long context, and next generation agentic capabilities., June 2025
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Self-Correction Bench: Uncovering and Addressing the Self-Correction Blind Spot in Large Language Models
Non-reasoning LLMs fail to correct their own errors (64.5% blind spot) while correcting identical external errors, and appending 'Wait' cuts the gap by 89.3%.