Check What Breaks: Turning Reasoning Errors into Inference-Time Controls
TL;DR for operators A generic instruction such as “pay more attention” is not a reliable reasoning control. In this study, that prompt barely changes performance for one model, substantially improves another, and makes a third slightly worse. A prompt that instead tells the model which failure points to verify reduces incorrect answers across all three tested model families. ...