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Retrieval-augmented generation (RAG)
Miscellaneous
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Semantic search
Implement semantic search with Pinecone in minutes over a simple translation dataset
Pinecone Integrated Inference
Hugging Face Datasets
llama-text-embed-v2
Reranking search results
Use Pinecone's reranking feature to enhance the accuracy of search results.
Pinecone Inference
bge-reranker-v2-m3
Retrieval-augmented generation (RAG)
RAG with hybrid search and Claude
Implement simple retrieval-augmented generation with hybrid search and Anthropic's Claude models
claude-3-5-haiku-latest
llama-text-embed-v2
pinecone-sparse-english-v0
Dense Indexes
Sparse Indexes
Hybrid Search
Agentic RAG with Claude
Build an agentic RAG pipeline that uses tools to retrieve data from web search and Pinecone semantic search, then generates responses using Anthropic's Claude models
claude-3-5-haiku-latest
llama-text-embed-v2
Dense Indexes
Tool use
RAG with LangChain and OpenAI
Learn how RAG can be used with Pinecone to reduce hallucinations, by grounding responses using our own release notes
gpt-4o-mini
text-embedding-3-small
OpenAI
LangChain
RAG with cascading retrieval and OpenAI
Investigate research papers by implementing cascading retrieval, then pass results to OpenAI to generate answers
gpt-4o-mini
llama-text-embed-v2
pinecone-sparse-english-v0
Dense Indexes
Sparse Indexes
Cascading Retrieval
Retrieval Agents with Pinecone Assistant, LangChain and LangGraph
Create a study guide generator using agentic retrieval and the Pinecone Assistant Context API
gpt-4o-mini
gpt-4.1
LangChain
LangGraph
Agentic Retrieval
Structured Generation
Miscellaneous
Import from object storage
Import records from Parquet files in Amazon S3 bucket into a serverless index.
Amazon S3
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