Covertype

Benchmarks

Task Name	Dataset Name	SOTA Result
Clustering	Covertype	Ek5.15	48
Classification	Covertype (CO) (test)	Macro F1-score81.6	36
Classification	Covertype	Error Rate2.57	24
Spectral Clustering	Covertype	Time Cost (s)13.15	22
Classification	covertype	Cohen's Kappa0.79	16
Calibration	Covertype label 2 (test)	Expected Calibration Error4.268	10
Calibration	Covertype label 1 (test)	ECE2.352	10
Binary Classification	covertype	AUC0.9801	9
Multi-class Classification	Covertype (CO)	Accuracy96.95	9
Contextual Bandit	Covertype	Relative Cumulative Regret27.46	9
Active Learning	CoverType	AULC38.3	8
Classification	Covertype	ROC AUC90.4	8
High-value data removal	Covertype (test)	Weighted Accuracy Drop11.2	8
Noisy label detection	Covertype	AUC0.766	8
Clustering	Covertype	NMI9.15	8
Clustering	Covertype	CA (%)50.73	8
Classification with Deferral	Covertype (test)	System Accuracy93.4	7
Runtime Evaluation	CoverType 54 features	Throughput (img/s)61,000,000	7
Classification	COVERTYPE (10-fold cross-validation)	Test F164.3	7
Ensemble Clustering	Covertype	Time Cost (s)14.08	7
Ensemble Clustering	Covertype	NMI9.13	7
Ensemble Clustering	Covertype	Clustering Accuracy (CA)0.5073	7
Unsupervised Feature Selection	CoverType +6NF	Horig2.05	6
Unsupervised Feature Selection	CoverType +11NF	Horig2.51	6
Abductive Explanation Generation	Covertype	Average Explanation Size4.47	6

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