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Constaia

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Document validation, data protection and compliance in sport and non-profits. With sources.

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OCR vs LLM: why document validation needs deterministic rules

What OCR does, what an LLM does, why a model's self-reported confidence is not a probability, and how to chain both with deterministic validators in a cascade.

  • OCR
  • LLM
  • AI
  • validators
  • architecture