DiscoPER uses code generation, statistical validation, and second-order meta-reflection on accumulated discoveries to recover 8 of 9 known ecological patterns on a new benchmark at 72.7% support rate.
Accelerating social science research via agentic hypothesization and experimentation.arXiv:2602.07983, 2026
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Autonomous Scientific Discovery via Iterative Meta-Reflection
DiscoPER uses code generation, statistical validation, and second-order meta-reflection on accumulated discoveries to recover 8 of 9 known ecological patterns on a new benchmark at 72.7% support rate.