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arXiv — cs.AI

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Beyond Binary Verifiable Rewards: Behavioral Self-Rewarding for SWE Agents

arXiv:2610.12598v1 Announce Type: new Abstract: Reinforcement learning with verifiable rewards (RLVR) provides reliable supervision for software engineering agents through executable tests, but binary rewards fail to distinguish trajectories with substantially different…

arXiv — cs.AIBy: Yiran Wu, Andrew Zhao, Yurui Chang, Qingyun Wu, Xuan FengOctober 12, 2026 (Oct 12)
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  • arXiv:2610.12598v1 Announce Type: new Abstract: Reinforcement learning with verifiable rewards (RLVR) provides reliable supervision for software engineering agents through executable tests, but binary rewards fail to distinguish trajectories with substantially different…
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Beyond Binary Verifiable Rewards: Behavioral Self-Rewarding for SWE Agents

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