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arxiv_agent_systems_research Β· Oct 15, 2026 Β· paper

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GRADS: Graph-Regulated Agentic Data Synthesis with Controllable Difficulty

arxiv.orgOct 15, 2026
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In brief

Deep research agents are increasingly deployed to retrieve precise information from large corpora, yet multi-hop, long-horizon tasks remain challenging. Synthetic data generation has emerged as a scalable solution, wi...

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