dabit3/semantic-search-nextjs-pinecone-langchain-chatgpt
A Next.js application that embeds text into vectors and enables semantic search using OpenAI embeddings and GPT-3 via Langchain, with Pinecone as the vector store.
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This project demonstrates retrieval-augmented generation by converting text documents into vector embeddings stored in Pinecone, enabling semantic search queries that combine vector similarity matching with GPT-3 language model responses through Langchain orchestration. Users can upload text files, which are embedded and indexed for similarity-based retrieval to support contextual answers.