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University of Glasgow
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LLM agents' web search queries favor lexical and sparse retrievers, challenging the assumption that dense retrieval is always superior in deep research.
IR systems optimized for humans may fail to satisfy AI agents, necessitating new datasets like ASQ that capture the nuances of agentic search behavior.