Naive RAG

The Naive RAG is the simplest technique in the RAG ecosystem, providing a straightforward approach to combining retrieved data with LLM models for efficient user responses.

Research Paper: RAG

Initial Setup

Indexing

Pinecone Vector Database

FAISS (Optional)

Retriever

RAG Chain

Preparing Data for Evaluation

Evaluation in Athina AI

We will use Does Response Answer Query eval here. It Checks if the response answer the user's query. To learn more about this. Please refer to our documentation for further details.