A longitudinal benchmark of 120 real-case financial tasks shows four agent scaffolds beat their state-reset controls by 9.33 to 19.37 score points when allowed to retain experience.
SECQUE: A Benchmark for Evaluating Real-World Financial Analysis Capabilities
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FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows
A longitudinal benchmark of 120 real-case financial tasks shows four agent scaffolds beat their state-reset controls by 9.33 to 19.37 score points when allowed to retain experience.