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Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification

Yuxuan Wan, Tianqing Fang et al.Jan 22arXiv

DeepVerifier is a plug-in checker that helps Deep Research Agents catch and fix their own mistakes while they are working, without retraining.

#Deep Research Agents#verification asymmetry#rubrics-based feedback