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Artificial IntelligenceMachine Learning MethodsPreprint

AI agents score higher with verifier-guided training, preprint reports

VICT uses a task's terminal verifier to trace credit through long action sequences instead of using it only as a final pass-or-fail signal. In ALFWorld and WebShop tests, it beat GRPO and achieved higher validation AUC over the same 300 updates, while the authors caution that verifier-defined links do not establish causal necessity.

Scientific publication4 min read

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