Beyond the Exploration-Exploitation Trade-off: A Hidden State Approach for LLM Reasoning in RLVR
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2509.23808
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47
Xiao Liang
MasterVito
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TL;DR: Too Long, Do Re-weighting for Effcient LLM Reasoning Compression
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2506.02678
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Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs
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2506.14245
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SwS: Self-aware Weakness-driven Problem Synthesis in Reinforcement Learning for LLM Reasoning
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2506.08989
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