RespeakThe RAG Process at a Glance
Phase 1
Data Ingestion
Prepare, clean, and index source data
Steps: 1-6
Phase 2
Retrieval
Find and rank relevant information
Steps: 7-10
Phase 3
Generation
Create and improve responses
Steps: 11-15
Key Benefits of RAG
Reduced Hallucinations
Ground responses in factual data rather than training data memorization
Up-to-date Information
Access fresh data not available during model training
Source Attribution
Provide citations and evidence for generated content
Domain Specialization
Enhance performance on specific topics without fine-tuning
The RAG Pipeline: Step by Step
Phase 1: Data Ingestion
Phase 2: Retrieval