Hallucination Detection and Evaluation in RAG Systems - Using RAGAS and Lynx

Hallucination Detection and Evaluation in RAG Systems - Using RAGAS and Lynx

Donato Capitella via YouTube Direct link

- Hallucinations Root Cause

2 of 13

2 of 13

- Hallucinations Root Cause

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Hallucination Detection and Evaluation in RAG Systems - Using RAGAS and Lynx

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  1. 1 - Overview of Contents
  2. 2 - Hallucinations Root Cause
  3. 3 - RAG Pipelines
  4. 4 - Faithfulness / Groundedness
  5. 5 - RAGAS Metrics
  6. 6 - Tools Embeddings, LLM-as-Judge
  7. 7 - Evaluating Faithfulness with Embeddings
  8. 8 - Evaluating Faithfulness with LLM-as-Judge Lynx
  9. 9 - Evaluating Faithfulness with RAGAS
  10. 10 - Evaluating Answer Relevance
  11. 11 - Evaluating Context Relevance
  12. 12 - How to use these metrics?
  13. 13 - Summary

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