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News/Credit Without Ground Truth: Auditing Step-Level Credit Assignment in LLM Agents Against Executed Replay
arxiv
PublishedAugust 27, 2026 at 4:00 AM

Credit Without Ground Truth: Auditing Step-Level Credit Assignment in LLM Agents Against Executed Replay

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Publisher summary· verbatim

arXiv:2608.19760v2 Announce Type: replace-cross Abstract: Audited against policy-conditional ground truth from executed replay in a single-agent tool environment (ALFWorld), none of the step-level credit signals we audit -- LLM-judge scores, outcome-conditioned logprob ratios, or the policy's own co

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