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20242026
most citedTowards Transparent RAG: Fostering Evidence Traceability in LLM Generation via Reinforcement Learning

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cs.LG2026

Enhancing LLM Metacognition via Cognitive Pairwise Training

Weitao Li, Hao Zhou, Xuanyu Lei +11

Reinforcement learning with verifiable rewards (RLVR) has become central to LLM reasoning, but its outcome-level rewards can make models more willing to give confident answers when…