StatefulDiscovery: Evidence-Calibrated Claim Formation in Open-Ended Scientific Discovery

In three linesStatefulDiscovery is a framework for open-ended scientific discovery that externalizes investigation state to coordinate frontier selection, evidence acquisition, and claim adjudication. Evaluated on 40 real-data tasks, it produces more well-supported and high-value claims than baselines, with structured hypotheses and frontier control driving performance.

Summary generated by Claude — human-verified