Top Evaluation Metrics for RAG Failures

Image created by author using Dall-E 3

Troubleshoot LLMs and Retrieval Augmented Generation with Retrieval and Response Metrics

Figure 1: Root Cause Workflows for LLM RAG Applications (flowchart created by author)

If you have been experimenting with large language models (LLMs) for search and retrieval tasks, you have likely come across retrieval augmented generation (RAG) as a technique to add relevant contextual information to LLM generated responses. By connecting an LLM to private data, RAG can enable a better response …

applications author dall dall-e evaluation evaluation-metric evaluation metrics image language language models large language large language models llm llm-evaluation llmops llm rag llms metrics rag retrieval retrieval-augmented retrieval augmented generation search tasks workflows