Chinese LLM APIs for Document Extraction: Forms, Contracts, PDFs, and Tables

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Chinese LLMDocument ExtractionKimiQwenStructured Output

Document extraction is a high-value use case for Chinese LLM APIs, especially when documents are Chinese or bilingual.

Model roles

  • Kimi for long documents
  • Qwen for general extraction
  • DeepSeek for reasoning-heavy validation
  • GLM for enterprise workflows
  • MiniMax for conversational review

Validation

Use schemas and business rules before saving extracted data.

Final thoughts

Chinese LLM APIs can improve document extraction when paired with parsing, schemas, validation, and human review for high-risk data.