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RAG (Retrieval Augmented Generation)

technique technique

Technique to enhance LLMs with external knowledge

Official site

Supported languages

Concepts

embeddingsvector-searchchunks

Pros and Cons

Ventajas

  • + Up-to-date knowledge
  • + Reduces hallucinations
  • + Private data without fine-tuning
  • + Cites sources

Desventajas

  • - Additional complexity
  • - Quality depends on retrieval
  • - Higher latency

Casos de Uso

  • Enterprise chatbots
  • Document Q&A
  • Assistants with specific knowledge

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