Deep research agents write long reports, but old tests often judge only how smooth they sound and whether they add links, not whether the facts are true today or the logic really holds.
The paper introduces DeepResearchEval, a fully automated way to build realistic deep research tasks and to grade long research reports from AI systems.
Multi-agent AI teams are not automatically better; their success depends on matching the team’s coordination style to the job’s structure.