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Documents, PDF & OCR

Extract Personal Data with a Self-Hosted Mistral NeMo LLM

When a chat message arrives, a self-hosted Mistral NeMo model on Ollama extracts personal data into validated JSON, with auto-fixing on parse errors.

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What it does

If the LLM response does not pass the Structured Output Parser checks, Auto-Fixer will call the model again with a different prompt to correct the original response.

The steps

  1. When chat message received
  2. Ollama Chat Model
  3. Auto-fixing Output Parser
  4. Structured Output Parser
  5. Basic LLM Chain
  6. On Error
  7. Extract JSON Output

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