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