ScoringBench: A Benchmark for Evaluating Tabular Foundation Models with Proper Scoring Rules

Jonas Landsgesell, Pascal Knoll, Tizian Wenzel

Tabular foundation models such as TabPFN, TabICL, ExaOneTabular, and Nori already produce full predictive distributions, yet prevailing regression benchmarks evaluate them almost e…