5/13/2025 Summary Within the evolving landscape of artificial intelligence, large language models (LLMs), a type of generative artificial intelligence, offer significant potential for improving the collection, processing, and analysis of large volumes of text data in evaluation. In this note, we present key lessons and good practices for leveraging LLMs based on our recent experiments. The experiments' results reveal that the LLMs tested could perform text classification quite well, achieving satisfactory r ...