AINeutralarXiv – CS AI · 7h ago6/10
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StatefulDiscovery: Evidence-Calibrated Claim Formation in Open-Ended Scientific Discovery
Researchers introduce StatefulDiscovery, a framework that enables AI agents to conduct open-ended scientific discovery by maintaining explicit investigation state and coupling it with evidence-calibrated claim formation. The system addresses the challenge of avoiding overinterpretation by coordinating exploration trajectory with evidential support, demonstrated across 40 real-data tasks where it outperformed baseline approaches in producing well-supported, high-value claims.