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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Jun Xu

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Preprint Aug 2026

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning

TurnSight is proposed, a turn-level hindsight self-distillation framework that derives supervision directly from execution-conditioned hindsight and selects reliable supervision through cross-horizon directional agreement.

Changle Qu, Sun-Hao Dai, Hengyi Cai et al. · 0 citations

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