Improving the Completeness and Comparability of Segment Disclosures: A Large Language Model Approach

In three linesAn LLM-based framework extracts segment disclosures from Form 10-K filings to improve completeness and comparability of financial data. The system uses RAG to integrate information across multiple periods and firms, demonstrating effectiveness for longitudinal analysis and cross-firm geographic alignment.

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