The LLM Ops Playbooks
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Boost (RAG) information retrieval in 5 Days

From Chunking to RAG Performance

  • fixed size chunking
  • recursive chunking
  • sliding window chunking
  • semantic chunking
  • sparse retrieval
  • dense retrieval
  • hybrid retrieval
  • traditional alignment
  • document domain alignment
  • query domain alignment
  • relevance scores
  • perplexity and perplexity gain
  • llm-based evaluation
  • fact verification with a dedicated language model
  • Chain of Thoughts (with examples)
  • Tree of Thoughts
  • Graph of Thoughts
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