Evaluation Pitfalls and Sparsity Limitations in LLM-based Confidence Estimates for Classification

Elena Merdjanovska, Omar Zaidan, Andreas Rücklé

Confidence estimation is essential when LLMs are used for classification, indicating when predictions can be trusted. However, common approaches such as verbalization produce extre…