Preprint
Jul 2026
Search, Fail, Recover: A Training Framework for Correction-Aware Reasoning
Pyligent, a training and inference framework inspired by the Diligent Learner formulation that represents reasoning as validated search over partial solution chains, is introduced and results suggest that explicit failed-branch supervision can teach useful recovery behavior beyond imitation of polished solution chains.
Dmitry N. Beresnev, Vladimir Makharev, Roman Khalikov et al.
· 1 citation