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What are the unique capabilities of Qwen 2.5-VL in document parsing? How to extract table data?

2025-09-10 1.8 K

Qwen 2.5-VL has the following unique capabilities for document parsing:

  • Complex format recognition:Handles specialized documents containing handwritten text, complex tables, chemical formulas, and technical diagrams
  • Multi-language support:Ability to parse mixed language documents
  • Layout Understanding:Understand the physical and logical structure of a document, such as distinguishing between headings, body text, and footnotes
  • Structured Output:Convert free-form documents to structured data such as JSON

Specific methods for extracting tabular data:

  1. Upload PDF documents or images containing forms to the system
  2. Building Messages with the "Extract Table Data" Directive
  3. The model returns structured tabular data, usually in the format:
    [{"ColumnName1″: "Value1″, "ColumnName2″: "Value2"},...]
  4. Specify data extraction for specific tables or columns as needed

Special Features:

  • Ability to handle cross-page tables and complex merged cells
  • Support for semantic annotation and categorization of form content
  • Handwritten tabular figures from scans can be converted into a calculable format

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