DiscoveryRSI: research agents learn from revised hypotheses, 6.3% vs 2.5%

jiqizhixin · x · 2026-10-28

PhAI Labs with Stanford, MIT, Harvard Medical School, Peking University and others introduce DiscoveryRSI, tackling the gap between plausible scientific ideas and testable investigations. It preserves versioned hypotheses, investigation plans, evidence and contribution histories; agents evolve, repair or combine proposals, and scientific assessments assign credit to helpful histories as training signal. In retrospective comparison, 6.3% of DiscoveryRSI-27B hypotheses connect to actionable evidence in post-cutoff publications vs 2.5% for the reported GPT baseline.

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