Faithfulness Checks and Hallucination Detection in RAG Pipelines - Lab Tutorial

Faithfulness Checks and Hallucination Detection in RAG Pipelines - Lab Tutorial

Donato Capitella via YouTube Direct link

- Scripts to run evaluations

9 of 10

9 of 10

- Scripts to run evaluations

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Faithfulness Checks and Hallucination Detection in RAG Pipelines - Lab Tutorial

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  1. 1 - Introduction
  2. 2 - RAG pipeline recap
  3. 3 - Using LLM-as-judge to verify answer faithfulness
  4. 4 - Using Lynx to detect hallucinations
  5. 5 - Llama-Index Faithfulness Evaluation
  6. 6 - RAGAS Faithfulness Evaluation
  7. 7 - Azure Groundedness Checks
  8. 8 - HaluBench - Dataset to evaluate hallucinations
  9. 9 - Scripts to run evaluations
  10. 10 - Evaluation Results and Comparison

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