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The Problem with RAG
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Classroom Contents
Anthropic's Improved Contextual RAG System - Implementation Guide and Performance Analysis
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- 1 The Problem with RAG
- 2 Add BM25 for exact term match
- 3 My explanation of the Vector Space failure
- 4 Anthropic new Contextual Retrieval new idea
- 5 Generating prompt for Contextual Retrieval
- 6 Detailed code for Contextual Retrieval
- 7 Contextual Retrieval Preprocessing
- 8 Prompt caching explained
- 9 Absolute improvements
- 10 ReRanking for Contextual prompts
- 11 Recommendations for NEW ContextualRAG
- 12 Performance benchmarks ContextualRAG
- 13 Anthropic GitHub cookbook code
