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cs.IR2026
Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval
Shiyu Chen, Tarfah Alrashed, Alon Halevy +1
In the era of autonomous agents, machine-actionable data is critical for data-driven workflows. For more than a decade, semantic metadata like schemaorg has anchored the FAIR pr…
cs.AI2026
COOP: Defining, Observing, and Repairing Cooperation in LLM Multi-Agent Systems
Hanqing Yang, Narjes Nourzad, Shiyu Chen +3
Many complex tasks require extended effort, diverse capabilities, or coordinated actions beyond what a single agent can provide. However, simply adding more agents does not guarant…