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ResearchFormerly WizWand

Regression on TabArena

1,959Elo RatingTabPFN-3
1,159.241,366.871,574.51,782.13May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TabPFN-3Evaluation Protocol=Thinking, Train time per 1K [s]=43.00, Predict time per 1K [s]=3.262026.051,9593.20.9
TabPFN-3Evaluation Protocol=Default (D), Train time per 1K [s]=1.69, Predict time per 1K [s]=0.572026.051,8272.51.6
AutoGluon 1.5Evaluation Protocol=extreme, 4h, Train time per 1K [s]=335.03, Predict time per 1K [s]=4.332026.051,8041.13.2
TabPFN-2.6Evaluation Protocol=Default (D), Train time per 1K [s]=8.52, Predict time per 1K [s]=0.702026.051,7760.83.3
RealTabPFN-2.5Evaluation Protocol=Tuned+Ensemble (T+E), Train time per 1K [s]=1709.05, Predict time per 1K [s]=8.122026.051,7740.52.6
TabDPTEvaluation Protocol=Tuned+Ensemble (T+E), Train time per 1K [s]=4786.55, Predict time per 1K [s]=239.542026.051,7481.53.5
TabICLv2Evaluation Protocol=Default (D), Train time per 1K [s]=2.10, Predict time per 1K [s]=0.252026.051,7001.23.2
TabDPTEvaluation Protocol=Tuned (T), Train time per 1K [s]=4786.55, Predict time per 1K [s]=38.502026.051,6960.13.9
RealMLPEvaluation Protocol=Tuned+Ensemble (T+E), Train time per 1K [s]=3995.01, Predict time per 1K [s]=10.052026.051,6770.24.3
RealTabPFN-2.5Evaluation Protocol=Tuned (T), Train time per 1K [s]=1709.05, Predict time per 1K [s]=0.812026.051,6540.23.4
TabDPTEvaluation Protocol=Default (D), Train time per 1K [s]=46.62, Predict time per 1K [s]=39.212026.051,60404.9
RealMLPEvaluation Protocol=Tuned (T), Train time per 1K [s]=3995.01, Predict time per 1K [s]=0.842026.051,57405.3
RealTabPFN-2.5Evaluation Protocol=Default (D), Train time per 1K [s]=7.04, Predict time per 1K [s]=0.512026.051,55804.9
CatBoostEvaluation Protocol=Tuned+Ensemble (T+E), Train time per 1K [s]=3552.96, Predict time per 1K [s]=0.972026.051,51307.3
LightGBMEvaluation Protocol=Tuned+Ensemble (T+E), Train time per 1K [s]=700.15, Predict time per 1K [s]=9.322026.051,50907.7
CatBoostEvaluation Protocol=Tuned (T), Train time per 1K [s]=3552.96, Predict time per 1K [s]=0.102026.051,4890.17.4
TabMEvaluation Protocol=Tuned+Ensemble (T+E), Train time per 1K [s]=4158.29, Predict time per 1K [s]=1.412026.051,46306.2
LightGBMEvaluation Protocol=Tuned (T), Train time per 1K [s]=700.15, Predict time per 1K [s]=0.972026.051,44008.3
XGBoostEvaluation Protocol=Tuned+Ensemble (T+E), Train time per 1K [s]=834.93, Predict time per 1K [s]=2.612026.051,42408.2
XGBoostEvaluation Protocol=Tuned (T), Train time per 1K [s]=834.93, Predict time per 1K [s]=0.392026.051,40308.4
CatBoostEvaluation Protocol=Default (D), Train time per 1K [s]=10.89, Predict time per 1K [s]=0.092026.051,38908.9
TabMEvaluation Protocol=Tuned (T), Train time per 1K [s]=4158.29, Predict time per 1K [s]=0.172026.051,38107.1
TabMEvaluation Protocol=Default (D), Train time per 1K [s]=13.32, Predict time per 1K [s]=0.132026.051,28408.8
RealMLPEvaluation Protocol=Default (D), Train time per 1K [s]=8.90, Predict time per 1K [s]=1.642026.051,23509.8
LightGBMEvaluation Protocol=Default (D), Train time per 1K [s]=2.11, Predict time per 1K [s]=0.272026.051,210010.7
XGBoostEvaluation Protocol=Default (D), Train time per 1K [s]=2.24, Predict time per 1K [s]=0.242026.051,190011.3