AI Research

    FinSkillBench: Evaluating AI Agents and Domain Skills for Investment Management

    New benchmark reveals curated procedural skills outperform autonomous self-generation in financial AI agents.

    Investment management is a high-stakes domain in which agentic AI systems must do more than generate plausible text. They must retrieve point-in-time data, assemble correct computational inputs, invoke specialized methods, and produce auditable structured outputs. We introduce Fi...

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    ArXiv CS.AI

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    ArXiv CS.AI
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    FinSkillBench demonstrates that specialized procedural knowledge significantly outperforms self-generated reasoning for high-stakes financial tasks. This finding shifts the focus from purely training larger models to developing robust, curated toolsets for reliable agentic performance in regulated sectors.

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