The First Impression Problem: Internal Bias Triggers Overthinking in Reasoning Models

Researchers identified 'internal bias' as a key cause of overthinking in AI reasoning models, where models form preliminary guesses that conflict with systematic reasoning. The study found that excessive attention to input questions triggers redundant reasoning steps, and current mitigation methods have proven ineffective.