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arXiv — cs.AI

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Training-Free Prompt Selection for Efficient Reinforcement Learning With Partial Rollouts

arXiv:2610.24229v1 Announce Type: new Abstract: Reinforcement learning with verifiable rewards (RLVR) has emerged as a prominent paradigm for training reasoning models, but its computational cost makes efficient data selection increasingly important. Since training examples…

arXiv — cs.AIBy: Lei Jiang, Honghui Bao, Yue Zhou, Zhengyao Gu, Langzhou He, Natalie PardeOctober 20, 2026 (2 days ago)
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AI Summary & Key Takeaways

  • arXiv:2610.24229v1 Announce Type: new Abstract: Reinforcement learning with verifiable rewards (RLVR) has emerged as a prominent paradigm for training reasoning models, but its computational cost makes efficient data selection increasingly important
  • Since training examples…
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Training-Free Prompt Selection for Efficient Reinforcement Learning With Partial Rollouts

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