Enhancing LLM Faithfulness and Robustness via Prompting

Improving a Faulty Retrieval-Augmented Chatbot

A team developing a Retrieval-Augmented Generation (RAG) system for a legal database finds that it occasionally generates incorrect legal interpretations. This happens when the system retrieves legal documents that are either irrelevant to the user's query or outdated. The team decides to implement a two-part solution. Which of the following options best exemplifies the dual-approach strategy for handling this inaccurate retrieval?

Improving Retrieval Accuracy in RAG

A team is working to reduce incorrect outputs from their Retrieval-Augmented Generation (RAG) system, which are caused by flawed retrieved documents. Match each of the two primary strategies they can employ with its corresponding description and goal.