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ResearchFormerly WizWand

Out-of-Distribution Detection on CLINC SMALL (test)

96.85AUROCPOE+Energy
94.946895.440995.93596.4291Jul 18, 2023
Updated 8mo ago

Evaluation results

MethodLinks
POE+EnergyBackbone=BERT2023.0796.85
MCL+EnergyBackbone=BERT2023.0796.82
MahaBackbone=BERT2023.0796.81
MCL+MahaBackbone=BERT2023.0796.81
SCL+MahaBackbone=BERT2023.0796.8
SCL+EnergyBackbone=BERT2023.0796.71
EnergyBackbone=BERT2023.0796.35
POE+MahaBackbone=BERT2023.0796.19
KNN-cosineBackbone=BERT2023.0796.03
KNN-euclideanBackbone=BERT2023.0796.02
ODINBackbone=BERT2023.0796.01
ReActBackbone=BERT2023.0796.01
POE+MSPBackbone=BERT2023.0795.92
SCL+MSPBackbone=BERT2023.0795.42
MCL+MSPBackbone=BERT2023.0795.22
MSPBackbone=BERT2023.0795.14
DICEBackbone=BERT2023.0795.02