Preprint
Aug 2026
Reading Is Not Using: Retrieval, Judgment, and the Design of AI Financial Research Workflows
A retrieval-integration gap in long-context financial analysis is identified and it is found that a risk disclosure's influence on investment judgments falls to the experimental noise floor even as direct retrieval remains accurate.
Miao Liu, Zhi-Zhe Liu
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