Evaluation of Retrieval-Augmented Generation: A Survey
Topics: AI (Deep Learning), LLMO, Retrieval Augmented Generation (RAG)
This research paper introduces a comprehensive evaluation framework for Retrieval-Augmented Generation (RAG) systems called “A Unified Evaluation Process of RAG (Auepora)”. The paper analyzes various evaluation methods, metrics, and benchmarks while highlighting current challenges in assessing RAG systems’ performance. The framework focuses on evaluating both retrieval and generation components, along with their interaction and practical considerations for real-world applications.
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