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Resolving the Missing Financial Data Crisis: A Generative AI Pipeline for SEC 10-K Extraction

Nair, Prisha et al.
arXiv (All) · Papers
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computation-and-languagei-2-7
SEC 10-K filings contain substantial financial information that is not consistently captured in structured datasets, creating a missing-data problem affecting over 70% of firms and half of total market capitalization. This can disproportionately bias quantitative analysis against smaller firms, whic
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