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Research1 min read

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arXiv — cs.AI

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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…

arXiv — cs.AIBy: Mingyang (Alex), Chen (Andrew), Yida (Andrew), Xu (Aurora), Huiwen (Aurora), Chen, Yiming Lu, Wei JinOctober 6, 2026 (Oct 6)
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AI Summary & Key Takeaways

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

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