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Evaluators' step rewards may not survive a change of evaluation channel, affecting agent performance. Auditing evaluator-channel reversals in black-box agent traces can reveal hidden issues. This can impact the development of reliable agents in complex environments.
“arXiv:2607.04419v4 Announce Type: replace Abstract: Pooling, substituting, or reusing evaluator-derived step rewards assumes that their direction survives a change of evaluation channel. The same frozen transition can violate that assumptio…”
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ACTIVE
CATEGORY
Research
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ENTITY
Agent Step Value, arXiv
DECISION
Automated · no editorial override
LAST OBSERVED
Jul 24, 2026