Author

Dmitry N. Beresnev

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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