Renfei Dang

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

Reasoning models often exhibit overthinking, characterized by redundant reasoning steps. We identify \emph{internal bias} elicited by the input question as a key trigger of such behavior. Upon encountering a problem, the model immediately forms a preliminary guess about the answer, which we term an…