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Benchmark reportAutonomous Research on Low Signal-To-Noise DatasetsMeasuring agents’ capabilities in quantitative research BenchmarkLong-Horizon Planning in Nonstationary EnvironmentsMeasuring model capabilities to maintain and revise strategies over hundreds of decisions