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ResearchFormerly WizWand

Out-of-Distribution Detection on CLINCFULL

11.24FPRMCL+Maha
10.773213.924117.07520.2259Jul 18, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MCL+MahaBackbone=RoBERTa2023.0711.2497.63
POE+EnergyBackbone=RoBERTa2023.0712.1696.98
EnergyBackbone=BERT2023.0712.24—
POE+MahaBackbone=RoBERTa2023.0712.3397.66
POE+EnergyBackbone=BERT2023.0712.46—
MahaBackbone=RoBERTa2023.0712.6697.55
SCL+MahaBackbone=BERT2023.0712.99—
MCL+EnergyBackbone=RoBERTa2023.0713.7496.41
SCL+MahaBackbone=RoBERTa2023.0713.9197.42
MahaBackbone=BERT2023.0713.91—
MCL+MahaBackbone=BERT2023.0713.91—
SCL+EnergyBackbone=BERT2023.0714.08—
POE+MahaBackbone=BERT2023.0714.35—
MCL+EnergyBackbone=BERT2023.0714.91—
ODINBackbone=BERT2023.0715.39—
POE+MSPBackbone=RoBERTa2023.0715.5896.58
EnergyBackbone=RoBERTa2023.0715.9996.33
ODINBackbone=RoBERTa2023.0716.4996.36
KNN-euclideanBackbone=BERT2023.0717—
SCL+EnergyBackbone=RoBERTa2023.0717.0895.16
KNN-cosineBackbone=BERT2023.0717.33—
MSPBackbone=BERT2023.0717.41—
ReActBackbone=BERT2023.0717.41—
MCL+MSPBackbone=RoBERTa2023.0717.9395.73
POE+MSPBackbone=BERT2023.0718.89—
DICEBackbone=RoBERTa2023.0719.1695.22
KNN-euclideanBackbone=RoBERTa2023.0719.3396.39
KNN-cosineBackbone=RoBERTa2023.0719.8396.37
MSPBackbone=RoBERTa2023.0720.0895.71
ReActBackbone=RoBERTa2023.0720.0895.71
MCL+MSPBackbone=BERT2023.0720.91—
DICEBackbone=BERT2023.0722.08—
SCL+MSPBackbone=BERT2023.0722.49—
SCL+MSPBackbone=RoBERTa2023.0722.9194.35