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phoneme

Benchmarks

Task NameDataset NameSOTA ResultTrend
Binary ClassificationPhoneme 1%
PR AUC0.269
24
ClusteringPhoneme
ARI12.5
20
Noisy label detectionPhoneme
AUC0.883
18
Classificationphoneme
Cohen's Kappa0.8
16
ClassificationPhoneme
Accuracy89.8
14
Identifying mislabeled pointsphoneme
F1 Score36
12
Identifying mislabeled pointsphoneme
AUC-ROC25
12
Identifying mislabeled pointsphoneme
Precision27
12
Identifying mislabeled pointsphoneme
Recall55
12
Imbalanced ClassificationPhoneme 1%
PR AUC0.268
12
ClassificationPhoneme 10%
PR AUC71.4
12
ClassificationPhoneme 20%
PR AUC86.4
12
ClassificationPhoneme
PR AUC92
12
Classificationphoneme
Balanced Acc99.62
11
Time-series ClassificationPhoneme
Accuracy32
10
Continual ClusteringPhoneme
AI-NMI0.583
9
Active LearningPhoneme
AULC47.6
8
ClassificationPhoneme
ROC AUC86.5
8
Classificationphoneme 1489
AUROC96.2
8
High-value data removalPhoneme (test)
Weighted Accuracy Drop0.009
8
Nonstationary backward transferPhoneme
BWT ARI Score-0.89
7
Incremental ClusteringPhoneme
Avg Inc ARI55.5
7
Counterfactual ExplanationPhoneme
Phi Score41.476
6
ClassificationPhoneme (test)
Median Excess Test Loss0.0042
5
Classificationphoneme
Accuracy90.7
5
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