ohdeifepha August 29, 2024 9:30am Postgres as a search engine | #postgres #tsvector #pgvector #pg_trgm #bm25 #search #retriever #rag #llms Postgres as a search engine Build a retrieval system with semantic, full-text, and fuzzy search in Postgres to be used as a backbone in RAG pipelines.
ohdeifepha February 5, 2024 7:30am bclavie/RAGatouille: RAG framework to train and use SOTA retrieval model, ColBERT | #rag #llms #ragatouille #retriever #colbert GitHub - bclavie/RAGatouille Contribute to bclavie/RAGatouille development by creating an account on GitHub.
ohdeifepha February 5, 2024 7:30am The Power of Noise: Redefining Retrieval for RAG Systems | #rag #retriever #noise #relevance #llms #generativeai The Power of Noise: Redefining Retrieval for RAG Systems Retrieval-Augmented Generation (RAG) systems represent a significant advancement over traditional Large Language Models (LLMs). RAG systems enhance their generation ability by incorporating external data retrieved through an Information Retrieval...
ohdeifepha February 4, 2024 10:30am Corrective Retrieval Augmented Generation | #llms #rag #crag #retriever Corrective Retrieval Augmented Generation Large language models (LLMs) inevitably exhibit hallucinations since the accuracy of generated texts cannot be secured solely by the parametric knowledge they encapsulate. Although retrieval-augmented generation (RAG) is a practicable complement...