Discover how to measure the performance of Retrieval-Augmented Generation (RAG) systems using metrics like retrieval precision, answer accuracy, and latency.
data_simulator
library. For retrieval evaluation, your dataset should contain queries and the expected document IDs that should be retrieved. In this example, I downloaded four research papers (GPT-1, GPT-2, GPT-3, GPT-4) and will use data_simulator
to generate queries based on them.
Comparison plot between Recall@K and MRR@K for different large/small embedding models