The Importance of LLM as Judges

LLMs serve as powerful evaluators in various applications due to their ability to assess output quality, relevance, and accuracy. This method offers a scalable and consistent alternative to human annotation, reducing dependencies on subjective human evaluations. The paper highlights applications such as summarization, dialogue systems, and coding assessments, showcasing how LLMs can effectively evaluate these tasks. Moreover, they provide interpretable results through explanations, which enhance the overall understanding and transparency of the evaluation process.