A recent analysis highlights Qwen3.8-27B as the top open-source model for extracting structured data from financial reports, particularly for complex schemas requiring judgment. NuExtract3 is identified as the best purpose-built model for this task, excelling in accurately identifying missing information. Smaller Qwen models like Qwen3.5-4B and Qwen3-4B-Instruct-2507 are recommended for high-volume, simpler data extraction needs. AI
IMPACT Identifies leading open-source models for financial data extraction, aiding developers in selecting tools for document analysis.
RANK_REASON The item ranks and compares open-source models for a specific task (structured data extraction from financial reports), including technical details and benchmarks. [lever_c_demoted from research: ic=1 ai=1.0]
- Edgar
- GLiNER2
- Hugging Face
- NuExtract3
- NuNER_Zero
- Qwen3-4B-Instruct-2507
- Qwen3.5-4B
- Qwen3.6-27B
- Qwen3.8-27B
- Qwen/Qwen3.8-27B-FP8
- Sony Interactive Entertainment
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