RAG metrics

📊 Evaluating RAG might be simpler than you think

In fact you might not even need evaluation data, since you can use LLMs to do some of the heavy lifting. Here are some metrics you can calculate quite easily -

💁 Helpfulness: Is the response helpful?

🎯 Relevance: Is the retrieved context in RAG relevant?

🤥 Faithfulness: Is the response truthful given the context?

LLM evaluation is quite a hot topic and there are multiple frameworks and platforms built to enable you to evaluate with little to no code required. This is an interesting guide for one of them https://www.linkedin.com/posts/dipanjans_guide-to-rag-system-evaluation-metrics-ugcPost-7264660129986301954-tKMq