Challenge analysis
Chinese technical documents are characterized by a lot of jargon, mixed Chinese and English, and complex layout, which affects the processing effect.
Upgrading program
RAG-Anything's Chinese optimization solution:
- hybrid language model: Supports both English and Chinese understanding
- Domain Adapter: Load a fine-tuned version of the specialty area
- Layout Perception Analysis: Recognizes Chinese-specific typographic formats
Key Configurations
- Enhanced modeling using Chinese:
model='zh-gpt-4o' - Setting the Chinese disable word list to filter irrelevant content
- Adapt chunking strategy to Chinese paragraph characteristics (chunk_size=512)
special handling
Suggested for Chinese documentation:
1. Harmonization of encoding to UTF-8 in pre-processing
2. Establishment of a dictionary of synonyms for specialized terms
3. Prioritizing headings and chapter structure
Effectiveness indicators
Optimized:
Chinese quiz accuracy improved to 85%
Term recognition rate exceeds 90%
Structural retention of integrity up to 95%
This answer comes from the articleRAG-Anything: an all-in-one RAG system that can handle graphic formsThe
May not be reproduced without permission:AI productivity tools " How to improve the effectiveness of the RAG system for Chinese technical documents?
