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Don't Gamble, GAMBLe: An Analytical Framework for AI-Driven Research Systems

Marquita Ellis, Paul Castro
Jun 3, 2026 at 04:00
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arXiv:2606.02863v1 Announce Type: new Abstract: AI-Driven Research Systems (ADRS) -- systems coupling LLMs with automated evaluation to discover algorithms, proofs, and designs -- are being optimized and adopted across domains, but the tools to analyze them have not kept pace. ADRS performance depends on component interactions that are poorly...

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