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Morning Edition · Wednesday, June 17, 2026Published at 6:44 AM EDT · New York
Paper Argues Diverse Query Initialization Beats Plain Parallel Sampling for Agentic Search
Researchers find that scaling search agents by breadth works far better when the parallel rollouts start from genuinely different queries.
A new arXiv preprint, Beyond Parallel Sampling: Diverse Query Initialization for Agentic Search, examines how to spend test-time compute on search agents. The standard options are depth, meaning more turns and tokens per trajectory, and bre…
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