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vehicle

Benchmarks

Task NameDataset NameSOTA ResultTrend
ClassificationVehicle
Accuracy85.6
65
Confidence Calibrationvehicle
Calibration Error0.001
44
Class Prior EstimationVehicle
Estimation Error1.6
36
Multi-class classificationVehicle
F1-score83.7
20
Mislabel Detectionvehicle
AUROC0.853
17
Classificationvehicle
Cohen's Kappa0.989
16
Off-policy evaluation for classification errorvehicle
Bias-0.027
15
Classificationvehicle
ROC AUC100
14
Named Entity RecognitionVehicle
F1 Score76
13
Identifying mislabeled pointsvehicle
F1 Score21
12
Identifying mislabeled pointsvehicle
Precision16
12
Identifying mislabeled pointsvehicle
Recall32
12
ClassificationVehicle 10%
PR AUC95.8
12
ClassificationVehicle
PR AUC98.1
12
Counterfactual Explanation Generationvehicle
Validity100
12
Classificationvehicle
Balanced Accuracy88.25
11
Multiclass Classificationvehicle
Weighted F1-score81
9
Multiclass imbalanced classificationvehicle
AUC94.2
9
Multiclass imbalanced classificationvehicle
Accuracy81.8
9
Multiclass Imbalanced Classificationvehicle
G-Mean79.8
9
Tabular Classificationvehicle 54 (test)
Test Error (%)11.1
9
ClassificationVehicle (UCI) (test)
NLL0.422
9
Inertial OdometryVehicle held-out (test)
ATE4.15
8
Clustering algorithm recommendationVehicle (UCI)
ARI13.8
8
Counterfactual Explanationvehicle
Validity1
8
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