Productivity
fromtowardsdatascience.com
4 months agoEnhancing RAG: Beyond Vanilla Approaches
RAG enhances language models but struggles in complex retrieval scenarios.
The high-skewed language distribution of documents and queries leads to significant language bias in data and models, impacting the performance of information retrieval systems.
Creating a smart documentation chatbot involves indexing documentation into manageable sections and using OpenAI for embeddings, enabling users to efficiently retrieve specific information.
RAG transforms how we interact with large language models by enabling focused, relevant retrieval rather than feeding them entire documents, leading to more accurate responses.