With pure LLM-based chatbots this is beyond question, as the responses provided range between plausible to completely delusional. Grounding LLMs with RAG reduces the amount of made-up nonsense ...

and the whole process is then sent to an LLM to produce the response sent back to the user. The companies that have tried to deploy RAG have learned the specifics of such an approach, starting ...

The challenge of integrating search with LLMs Search engines are crucial for providing LLM applications with up ... are Retrieval-Augmented Generation (RAG) and tool use, implemented through ...