Building RAG Pipelines With Txtai: A Simple Yet Powerful Approach
RAG combines large language models with vector search databases to generate answers. txtai library simplifies building RAG pipelines in Python, handling LLM inference & vector search retrieval.
Large Language Models (LLMs) have completely dominated the AI and machine learning space in 2023. The results have been amazing and the public imagination is almost endless. While LLMs have been impressive, they are not problem free. The biggest challenge is with hallucinations. Hallucinations is the term for when a LLM generates output that is factually incorrect. The alarming part of this is that on a cursory glance, it actually sounds like good content. The default behavior of LLMs is to produce plausible answers even when no plausible answer exists. LLMs are not great at saying I don't kno...