conftrace_

behavior constrained

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large language model (1) negative sample augmentation (1) chain of thought (1) negative sample (1) policy gradient (1) offline reinforcement learning (1) sample efficiency (1)

Papers

Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning EMNLP 2025