AINeutralarXiv – CS AI · 7h ago6/10
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Don't Gamble, GAMBLe: An Analytical Framework for AI-Driven Research Systems
Researchers introduce GAMBLe, a framework for analyzing AI-Driven Research Systems (ADRS) that couple large language models with automated evaluation. Through 760+ experiments, the framework reveals that standard convergence guarantees fail to capture ADRS behavior, and component selection can improve performance by 13-67% depending on the problem.