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ResearchFormerly WizWand

Tabular Prediction on TabArena medium 10k-100k (full)

2,146Elo RatingTabPFN-3-Thinking
1,227.681,466.091,704.51,942.91May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TabPFN-3-ThinkingTrain time per 1K [s]=15.10, Predict time per 1K [s]=2.152026.052,1466.21.3
AutoGluon 1.5Setting=extreme, 4h, Train time per 1K [s]=191.18, Predict time per 1K [s]=2.212026.051,9071.43.4
TabPFN-3Setting=Default (D), Train time per 1K [s]=0.83, Predict time per 1K [s]=0.272026.051,8353.34.1
TabPFN-2.6Setting=Default (D), Train time per 1K [s]=2.76, Predict time per 1K [s]=0.702026.051,74106.4
TabICLv2Setting=Default (D), Train time per 1K [s]=0.76, Predict time per 1K [s]=0.142026.051,7121.95.3
RealTabPFN-2.5Setting=Tuned+Ensemble (T+E), Train time per 1K [s]=735.58, Predict time per 1K [s]=11.742026.051,66307.2
RealMLPSetting=Tuned+Ensemble (T+E), Train time per 1K [s]=1719.82, Predict time per 1K [s]=1.672026.051,64507.4
CatBoostSetting=Tuned+Ensemble (T+E), Train time per 1K [s]=777.59, Predict time per 1K [s]=0.252026.051,62507.4
CatBoostSetting=Tuned (T), Train time per 1K [s]=777.59, Predict time per 1K [s]=0.052026.051,6160.37.6
RealTabPFN-2.5Setting=Tuned (T), Train time per 1K [s]=735.58, Predict time per 1K [s]=1.392026.051,6120.17.9
LightGBMSetting=Tuned+Ensemble (T+E), Train time per 1K [s]=131.56, Predict time per 1K [s]=2.642026.051,60409.2
CatBoostSetting=Default (D), Train time per 1K [s]=3.24, Predict time per 1K [s]=0.032026.051,5760.17.8
XGBoostSetting=Tuned+Ensemble (T+E), Train time per 1K [s]=282.13, Predict time per 1K [s]=0.562026.051,5650.19.3
RealMLPSetting=Tuned (T), Train time per 1K [s]=1719.82, Predict time per 1K [s]=0.082026.051,55408.7
TabMSetting=Tuned+Ensemble (T+E), Train time per 1K [s]=1993.14, Predict time per 1K [s]=0.622026.051,5380.79.1
RealTabPFN-2.5Setting=Default (D), Train time per 1K [s]=1.88, Predict time per 1K [s]=0.642026.051,53608.7
TabDPTSetting=Tuned+Ensemble (T+E), Train time per 1K [s]=4786.55, Predict time per 1K [s]=444.542026.051,5330.88.8
LightGBMSetting=Tuned (T), Train time per 1K [s]=131.56, Predict time per 1K [s]=0.132026.051,515010.3
XGBoostSetting=Tuned (T), Train time per 1K [s]=282.13, Predict time per 1K [s]=0.072026.051,51409.8
TabMSetting=Tuned (T), Train time per 1K [s]=1993.14, Predict time per 1K [s]=0.062026.051,48909.9
TabDPTSetting=Tuned (T), Train time per 1K [s]=4786.55, Predict time per 1K [s]=42.642026.051,411011.3
XGBoostSetting=Default (D), Train time per 1K [s]=0.49, Predict time per 1K [s]=0.052026.051,375011.7
TabDPTSetting=Default (D), Train time per 1K [s]=46.62, Predict time per 1K [s]=43.742026.051,336014
TabMSetting=Default (D), Train time per 1K [s]=5.16, Predict time per 1K [s]=0.072026.051,330012.6
RealMLPSetting=Default (D), Train time per 1K [s]=6.75, Predict time per 1K [s]=0.232026.051,280013.7
LightGBMSetting=Default (D), Train time per 1K [s]=0.29, Predict time per 1K [s]=0.042026.051,263013.5