Bridging Databases and Documents: Data-Algorithm Co-Design for Hybrid Question Answering
Ruo-Fan Wu, Bo-Yi Liu, Fan-Yuan Shu et al.
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Benchmarking Hybrid Deep Research Across Database Querying and Web Search
Results show that directional reasoning is substantially more difficult than parallel intersection, highlighting that bridging structured and unstructured information spaces without losing constraints remains a major open challenge for agentic systems.
Ruo-Fan Wu, Pei-Ran Xu, Xiao-Long Li et al.
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Review
Sep 2026
ArcticSwarm: Deferring Early Consensus in Long-Horizon Multi-Agent Research
The results show that restricting peer reads during evidence gathering and strengthening commitment boundaries before a hypothesis is shared can broaden search and improve long-horizon multi-agent deep research.
Soyoung Yoon, Bo-Yi Liu, Yi-Te Wang et al.
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