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cs.AI 1

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2026 1

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UNVERDICTED 1

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Verifiable Process Rewards for Agentic Reasoning

cs.AI · 2026-05-11 · unverdicted · novelty 6.0

Verifiable Process Rewards (VPR) converts symbolic oracles into dense turn-level supervision for reinforcement learning in agentic reasoning, outperforming outcome-only rewards and transferring to general benchmarks.

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  • Verifiable Process Rewards for Agentic Reasoning cs.AI · 2026-05-11 · unverdicted · none · ref 42

    Verifiable Process Rewards (VPR) converts symbolic oracles into dense turn-level supervision for reinforcement learning in agentic reasoning, outperforming outcome-only rewards and transferring to general benchmarks.