一作ACL 2026Findings· Findings of ACL
Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification
Yuxuan Wan · Tianqing Fang · Zaitang LI · Yintong Huo · Wenxuan Wang · Haitao Mi · Dong Yu · Michael R. Lyu
摘要
Recent advances in Deep Research Agents (DRAs) are transforming automated knowledge discovery and problem-solving.While the majority of existing efforts focus on enhancing policy capabilities via post-training, we propose an alternative paradigm: test-time self-evolving the agent’s ability by ite...