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Quest: Training Frontier Deep Research Agents with Fully Synthetic Tasks

QUEST trains open deep research agents via synthetic rubric-tree tasks and context management, achieving frontier-level performance across eight benchmarks with only 8K examples.

Jian Xie, Tianhe Lin, Zilu Wang, Yuting Ning and 15 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026 · ▲ 43 on Hugging Face · Code ★ 257

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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 3/5