Agent Policy-Value Audit: Separating Transition Composition from Event Selection in Financial LLM Agents

Financial LLM agents are often evaluated by comparing their end-to-end returns with those of a baseline and testing the paired difference against zero. This measures whether deploying the agent changes realized performance, but it does not isolate event-selection skill. An agent…

Mingyang (Alex), Chen (Andrew), Yida (Andrew), Xu (Aurora), Huiwen (Aurora), Chen, Yiming Lu, Wei Jin·arXiv — cs.AI

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Key Takeaways

01.Financial LLM agents are often evaluated by comparing their end-to-end returns with those of a baseline and testing the paired difference against zero
02.This measures whether deploying the agent changes realized performance, but it does not isolate event-selection skill

This material is provided as an extended analytical summary.

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