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What are Kreuzberg's considerations when working with multilingual documents?

2025-09-09 1.7 K
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Language Support Overview

Kreuzberg's multilingual processing capabilities rely on the following components:

  • Tesseract OCR: Supports text recognition in 100+ languages
  • Pandoc: Ability to handle basic Unicode encoding

Key configuration steps

Core points to ensure that multilingualism is handled correctly:

  • Installation of OCR training packages for the corresponding language
  • Specify the document language explicitly at initialization time:
    extractor = Kreuzberg(ocr_lang='jpn+eng')
  • Enable auto-detect mode when processing mixed-language documents

Special Character Handling

Optimization recommendations for non-Latin languages:

  • Tesseract version 5+ is recommended for CJK documentation.
  • Right-to-left languages such as Arabic/Hebrew require specific layout analysis to be enabled.
  • Customized training data may be required for rare character sets

Performance Optimization Tips

Methods for improving the efficiency of multilingual processing:

  • Limiting the range of possible languages reduces recognition time
  • Pre-categorization of batch documents by language
  • Consider a GPU-accelerated version of Tesseract

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