Card et al.

LLM evaluation metrics need confidence intervals to distinguish signal from noise

Evaluating Large Language Models (LLMs) requires understanding the uncertainty inherent in performance metrics. A single score, such as 84.2% accuracy, can be misleading because it doesn't account for sampling error. By…