[RAG 评估]ragas Metrics-评估您的检索增强生成（RAG）管道

Component-Wise Evaluation¶

Just like in any machine learning system, the performance of individual components within the LLM and RAG pipeline has a significant impact on the overall experience. Ragas offers metrics tailored for evaluating each component of your RAG pipeline in isolation.

• Faithfulness

• Answer relevancy

• Context recall

• Context precision

• Context utilization

• Context entity recall

• Noise Sensitivity

• Summarization Score