Improving RAG Models With Certifiably Robust CR-RAG
Certifiably Robust RAG (CR-RAG) improves Retrieval Augmented Generation models' robustness against retrieval corruption with theoretical guarantees & architectural changes.
This is a Plain English Papers summary of a research paper called Certifiably Robust RAG against Retrieval Corruption. If you like these kinds of analysis, you should subscribe to the AImodels.fyi newsletter or follow me on Twitter. Overview This paper presents a method to make Retrieval Augmented Generation (RAG) models more robust against retrieval corruption. RAG models combine a language model with a retrieval component to generate text, but can be vulnerable to errors in the retrieval process. The proposed approach, Certifiably Robust RAG (CR-RAG), provides theoretical guarantee...