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Document Analysis Benchmark

A comparative analysis of document understanding solutions tested on a welfare assistance form. This project evaluates how various AI models and services extract information from complex documents.

Solutions Tested

AI Models

  • Claude (Anthropic)
  • Deepseek
  • OpenAI GPT

Specialized Tools

  • LLM Whisperer - Layout & text analysis
  • Donut - Document understanding model
  • DocuPanda - Form extraction tool
  • Google Document AI - Cloud document processing

Results

Each solution's results are available in their respective directories:

  • claude/ - Claude's JSON output
  • deepseek/ - Deepseek's JSON output
  • openai/ - OpenAI's JSON output
  • llmwhisperer/ - Layout and text analysis
  • donut/ - Donut model results
  • docupanda/ - DocuPanda results
  • document-ai/ - Google Document AI results and visualization

Analysis

The solutions were evaluated on their ability to:

  • Extract text accurately
  • Identify form fields
  • Structure data appropriately
  • Understand document layout
  • Handle checkboxes and tables

See notes.md for detailed comparison and analysis.

License

MIT License

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