Classification on SOF (10-fold cross-validation) benchmark leaderboard · SOTA2 Research

Classification on SOF (10-fold cross-validation)

90.38F1 ScoreCPTabKAN-Second Order

Evaluation Results

Method	Links
CPTabKAN-Second Order2026.06		90.38	91.77	91.39
CPTabKAN-First Order2026.06		90.07	92.45	91.66
CPTabKAN-Second Order2026.06		89.02	88.69	90.3
CPTabKAN-First Order2026.06		87.35	88.49	88.69
GradientBoosting2026.06		84.73	83.09	88.7
VotingEnsemble2026.06		84.66	81.74	88.18
LogisticRegression2026.06		84.64	81.58	88.45
GradientBoosting2026.06		84.64	83.18	87.1
Bi-GRU2026.06		84.52	81.88	89.23
LightGBM2026.06		84.44	80.61	89.25
XGBoostClassifier2026.06		84.37	82.9	87.37
DCNN-SBiL2026.06		84.32	80.69	88.97
LightGBM2026.06		84.24	82.49	86.83
Bi-LSTM2026.06		84.2	80.88	88.69
ExtremeRandomTrees2026.06		84.01	80.23	88.45
KNN2026.06		83.51	79.03	88.71
XGBoostClassifier2026.06		83.51	79.03	88.71
VotingEnsemble2026.06		83.51	79.03	88.71
SVM2026.06		83.37	78.99	88.44
RandomForest2026.06		83.37	79	88.44
ExtremeRandomTrees2026.06		83.37	78.99	88.44
RandomForest2026.06		83.17	84.32	84.45
LogisticRegression2026.06		80.74	84.94	78.24
SVM2026.06		79.42	84.2	76.64
Bi-LSTM2026.06		77.41	80.14	76.1
DCNN-SBiL2026.06		76.61	81.47	75.07
Bi-GRU2026.06		69.84	78.98	68.91
KNN2026.06		67.47	85.5	60