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Shuang Liang

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#natural language process... Jul 2026

LEEPS: Latent-Guided Explore-Exploit Prompt Sampling for Efficient RLVR in Large Language Models

LEEPS is introduced, a Latent-Guided Explore--Exploit Prompt Sampler that adaptively balances the reuse of previously observed informative prompts with continued exploration of uncertain ones, thereby making exploration more targeted without additional rollouts.

Shuang Liang, Hao Zhou, Yifan Gong et al. · arXiv.org · 0 citations