ProbabilityBench: Model Evaluation and Calibration with Exact Ground-Truth Uncertainty.

arXiv:2610.17016v1 Announce Type: cross Abstract: Evaluating model uncertainty on real-world data is challenging because each instance provides only a single observed label, leaving true conditional class probabilities unknown. To address this, we introduce Pr