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

> 全文为英语

**Published:** 2026年10月6日
**Author:** Mingyang (Alex),  Chen (Andrew),  Yida (Andrew),  Xu (Aurora),  Huiwen (Aurora),  Chen, Yiming Lu, Wei Jin
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/articles/agent-policy-value-audit-separating-transition-composition-from-event-se

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…

> 内容来自原始来源： **arXiv — cs.AI**
> [在 arXiv — cs.AI 阅读全文](https://arxiv.org/abs/2610.04040)

**标签：** #arXiv

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