"""
Contextual Retrieval package for enhancing RAG systems.

This package implements advanced retrieval techniques based on Anthropic's Contextual Retrieval:
- Contextual Embeddings: Adding rich context to chunks before embedding
- Contextual BM25: Using BM25 for exact matching with context-enhanced chunks
- Reranking: Further improving results by reranking retrieved chunks
"""