LLMs as Judges: A Comprehensive Survey on LLM-Based Evaluation Methods

Deep Papers

We discuss a major survey of work and research on LLM-as-Judge from the last few years. "LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods" systematically examines the LLMs-as-Judge framework across five dimensions: functionality, methodology, applications, meta-evaluation, and limitations. This survey gives us a birds eye view of the advantages, limitations and methods for evaluating its effectiveness.

Read a breakdown on our blog: https://arize.com/blog/llm-as-judge-survey-paper/

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