Contextual Retrieval solves this problem by prepending chunk-specific explanatory context to each chunk before embedding (“Contextual Embeddings”) and creating the BM25 index (“Contextual BM25”).
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Sep 29, 2024 - Python
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contextual-retrieval
Here are 10 public repositories matching this topic...
Contextual RAG over webinar videos using Pinecone, Claude and AWS.
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Apr 10, 2025 - Python
It is a case study of an intelligent agent for Ocean.
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Nov 6, 2024 - Python
RAG-Ingest: A tool for converting PDFs to markdown and indexing them for enhanced Retrieval Augmented Generation (RAG) capabilities.
information-retrieval aws-s3 document-ingestion hybrid-search qdrant llamaindex retrieval-augmented-generation ollama pdf-to-markdown contextual-retrieval qdrant-rag
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Nov 22, 2024 - Python
Enhance your RAG with Contextual Retrieval
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Sep 30, 2024 - Python
ContextualRetriever enhances document retrieval accuracy by leveraging Voyage AI models for embedding & reranking models, and the GEMINI model for context and retrieval generation.
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Dec 4, 2024 - Python
Chatbot based on Contextual RAG with Hybrid Search and Reranking with short conversation history awareness, fully OpenSource.
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Jan 27, 2025 - Python
A LangChain-powered application that parses PDF resumes, converts them into semantic chunks using FAISS, and enables intelligent querying via RAG and Anthropic models. Designed to assist in resume screening through contextual and multi-query retrieval.
resume-parser semantic-search rag llm generative-ai anthropic langchain-python faiss-vector-database contextual-retrieval
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Aug 13, 2025 - Python
A powerful toolkit for text chunking and semantic search using OpenSearch. This toolkit provides various text chunking strategies and embedding capabilities for efficient document retrieval.
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Dec 30, 2024 - Python
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