Best Open-Source LLMs for RAG in 2026: 10 Models Ranked by Retrieval Accuracy

The best LLM for RAG is two models working together. Your embedding model determines whether you retrieve the right chunks. Your generation model determines whether you turn those chunks into accurate answers. Pick the wrong combination and you'll feed irrelevant context to a capable LLM, or feed p