DuMate-DeepResearch unifies multi-agent deep research with recursive search and rubric-grounded reasoning

Summary

DuMate-DeepResearch is a multi-agent deep research framework built on the Qianfan Agent Foundry. It uses graph-based dynamic planning, recursive two-level execution, and rubric-based test-time optimization to achieve state-of-the-art results: 58.03% on DeepResearch Bench and 61.95% on DeepResearch Bench II, ranking first in information recall and analysis.