Reasoning correction without retraining: injecting the instruction as a new user turn lifts average accuracy from 37.1% to 55.3% across four reasoners
Across four reasoners and six math benchmarks, injecting a correction instruction as a new user turn at a learned cut position raises average accuracy from 37.1% to 55.3% while the reasoner itself stays frozen.