the Scientific Inquiry Loop with Paper-Derived Research Trees
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InquiTree: Evaluating AI Agents in the Scientific Inquiry Loop with Paper-Derived Research Trees
Announce Type: new Abstract: While LLM-based agents are increasingly used in scientific workflows, it remains unclear whether they are truly qualified for the dynamic and uncertain process of discovery. Existing static evaluations often conflate genuine reasoning with rote memorization. We introduce InquiTree, a diagnostic environment that formalizes scientific inquiry as interactive Research Trees: directed acyclic graphs capturing the logical dependencies among hypothesis formulation,...