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ResearchFormerly WizWand

Tabular Prediction on TabArena small (full 681 tasks)

1,723Elo RatingTabPFN-3
1,142.681,293.341,4441,594.66May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TabPFN-3Configuration=Thinking, Train time per 1K [s]=52.78, Predict time per 1K [s]=3.402026.051,72376.1
AutoGluon 1.5Search Strategy=extreme, Time Budget=4h, Train time per 1K [s]=346.57, Predict time per 1K [s]=6.562026.051,6414.46.6
TabPFN-3Configuration=Default (D), Train time per 1K [s]=4.84, Predict time per 1K [s]=1.542026.051,6382.98.1
RealTabPFN-2.5Configuration=Tuned + Ensembled (T+E), Train time per 1K [s]=2289.05, Predict time per 1K [s]=8.052026.051,5982.18.7
TabPFN-2.6Configuration=Default (D), Train time per 1K [s]=7.03, Predict time per 1K [s]=0.552026.051,5961.39.7
TabICLv2Configuration=Default (D), Train time per 1K [s]=7.06, Predict time per 1K [s]=0.672026.051,5743.48.7
RealTabPFN-2.5Configuration=Tuned (T), Train time per 1K [s]=2289.05, Predict time per 1K [s]=1.142026.051,5561.29.5
RealTabPFN-2.5Configuration=Default (D), Train time per 1K [s]=6.76, Predict time per 1K [s]=0.642026.051,5420.99.9
RealMLPConfiguration=Tuned + Ensembled (T+E), Train time per 1K [s]=3770.75, Predict time per 1K [s]=21.902026.051,4820.512.7
TabDPTConfiguration=Tuned + Ensembled (T+E), Train time per 1K [s]=5119.36, Predict time per 1K [s]=218.712026.051,4481.212.9
TabMConfiguration=Tuned + Ensembled (T+E), Train time per 1K [s]=3553.12, Predict time per 1K [s]=1.742026.051,4300.414
TabDPTConfiguration=Tuned (T), Train time per 1K [s]=5119.36, Predict time per 1K [s]=28.352026.051,4140.713.6
RealMLPConfiguration=Tuned (T), Train time per 1K [s]=3770.75, Predict time per 1K [s]=1.782026.051,4020.414.2
LightGBMConfiguration=Tuned + Ensembled (T+E), Train time per 1K [s]=892.41, Predict time per 1K [s]=2.572026.051,3920.115.5
TabMConfiguration=Tuned (T), Train time per 1K [s]=3553.12, Predict time per 1K [s]=0.242026.051,3680.315
CatBoostConfiguration=Tuned + Ensembled (T+E), Train time per 1K [s]=2476.51, Predict time per 1K [s]=0.812026.051,3620.115.6
LightGBMConfiguration=Tuned (T), Train time per 1K [s]=892.41, Predict time per 1K [s]=0.352026.051,357015.9
CatBoostConfiguration=Tuned (T), Train time per 1K [s]=2476.51, Predict time per 1K [s]=0.102026.051,3510.115.8
TabDPTConfiguration=Default (D), Train time per 1K [s]=50.32, Predict time per 1K [s]=43.712026.051,3310.315.9
XGBoostConfiguration=Tuned + Ensembled (T+E), Train time per 1K [s]=884.18, Predict time per 1K [s]=2.372026.051,326016.5
CatBoostConfiguration=Default (D), Train time per 1K [s]=9.64, Predict time per 1K [s]=0.132026.051,3120.116.9
XGBoostConfiguration=Tuned (T), Train time per 1K [s]=884.18, Predict time per 1K [s]=0.392026.051,309016.7
TabMConfiguration=Default (D), Train time per 1K [s]=13.18, Predict time per 1K [s]=0.172026.051,2960.217
RealMLPConfiguration=Default (D), Train time per 1K [s]=15.69, Predict time per 1K [s]=4.692026.051,2240.118.5
LightGBMConfiguration=Default (D), Train time per 1K [s]=3.61, Predict time per 1K [s]=0.172026.051,169019.9
XGBoostConfiguration=Default (D), Train time per 1K [s]=3.29, Predict time per 1K [s]=0.252026.051,165019.9