AI » RAG

Retrieval-Augmented Generation, chat with your documents

Jedan od najboljigh resursa RAG tool interesatno da razumeš je RAG Playground - Interactive RAG Pipeline Visualization

Embedding models

Po njima, najbolje su se pokazali embeddings modeli:

Embeddings in the Gemini API | Google AI for Developers Best-in-class embedding models and rerankers Voyage AI | Home

Reranking models

There are several reranking models on the market. We ran our tests with the Cohere reranker. Voyage also offers a reranker, though we did not have time to test it.

Contextual Retrieval as RAG alternative

Introducing Contextual Retrieval \ Anthropic, a tu je bitan i prompt caching da to sve ne bude preskupo, pošto ceo dokument ubaciš u cache.

Ovde vidi o prompt caching…

anthropic-cookbook/skills/contextual-embeddings at main · anthropics/anthropic-cookbook

RAG Contextual Retrieval je dodatna fora u embedding za RAG i odlično sve objašnjeno ovde: Anthropic’s New RAG Approach. If you want a more detailed article… | by Barhoumi Mosbeh | Towards AI

Objašnjeno ovde The Best RAG Technique Yet? Anthropic’s Contextual Retrieval Explained! - YouTube ali je to ustvari embeddings procesiranje zajedno sa LLM sumarizacijom kontexta.

supabase/headless-vector-search: Supabase Toolkit to perform vector similarity search on your knowledge base embeddings.

andrea-nuzzo/markdown-langchain-rag: 🦜 🔗 Query and obtain data from Markdown documents with LangChain’s RAG system

RAG is a technique where a model improves its answers by retrieving information from document collection or database or similar.

GPT4All LocalDocs is open-source RAG solution. Formulaic: create and deploy AI apps faster. from Mozilla is a new RAG experiment koji odmah možeš da probaš.

Evo ga najbolji:

RAGFlow | RAGFlow sa repo na infiniflow/ragflow: RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.

CustomGPT.ai | Support & Research AI Agents For Business je prvenstveno RAG tool, ali je potrebna subscription za njega i njegov API key kako bi koristio CustomGPT.ai Researcher.