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#artificial intelligence Preprint Sep 2026

The Model Knows Another Way: Strategy Switching for Effective RLVR Exploration

Reinforcement learning with verifiable rewards (RLVR) is often limited by insufficient exploration: difficult problems can yield uniformly incorrect rollout groups and therefore little learning signal. We show that such failures need not reflect missing capability. Instead, finite sampling often concentrates on a probl...

Jin Cui, Xin-Yue Long, Bo-Ran Zhao et al. · 0 citations

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