Author

Tianzhu Ye

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#natural language process... Preprint Sep 2026

Learning to Coach for Experiential Learning

This work proposes Learning to Coach (L2C), a framework that trains a dedicated LLM-as-a-Coach to extract actionable experiential knowledge from an actor model's previous trajectory, and studies two such rewards: a same-instance reward, which improves subsequent responses on the original problem, and a cross-instance r...

Guan-Heng Chen, Tian-Zhu Ye, Li Dong et al. · 0 citations

Jul 2026

LLM-as-a-Coach: Experiential Learning for Non-Verifiable Tasks

Experiential Learning is proposed, which repurposes the feedback model from an LLM-as-a-Judge into an LLM-as-a-Coach, and establishes experiential knowledge as a richer and more generalizable learning signal for post-training on non-verifiable tasks.

Tianzhu Ye, Li Dong, Guanheng Chen et al. · arXiv.org · 1 citation