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ResearchFormerly WizWand

Out-of-Distribution Detection on CLINCSMALL

0.1208FPRPOE+Maha
-0.7875685.34391611.475417.606884Jul 18, 2023
Updated 8mo ago

Evaluation results

MethodLinks
POE+MahaBackbone=RoBERTa2023.070.12080.9748
SCL+MahaBackbone=RoBERTa2023.070.13240.9706
POE+EnergyBackbone=RoBERTa2023.070.13330.9662
MCL+MahaBackbone=RoBERTa2023.070.13910.9738
MCL+EnergyBackbone=RoBERTa2023.070.14460.9653
SCL+EnergyBackbone=RoBERTa2023.070.15240.965
POE+MSPBackbone=RoBERTa2023.070.16490.9636
MahaBackbone=RoBERTa2023.070.17580.9681
DICEBackbone=RoBERTa2023.070.18080.9435
EnergyBackbone=RoBERTa2023.070.19160.9579
MCL+MSPBackbone=RoBERTa2023.070.19960.9583
ODINBackbone=RoBERTa2023.070.20240.9573
SCL+MSPBackbone=RoBERTa2023.070.2040.9589
KNN-euclideanBackbone=RoBERTa2023.070.23660.9587
ReActBackbone=RoBERTa2023.070.23740.952
MSPBackbone=RoBERTa2023.070.23910.9518
KNN-cosineBackbone=RoBERTa2023.070.23910.9603
POE+EnergyBackbone=BERT2023.0714.08—
EnergyBackbone=BERT2023.0714.99—
SCL+EnergyBackbone=BERT2023.0715.16—
MCL+EnergyBackbone=BERT2023.0715.66—
MahaBackbone=BERT2023.0716.08—
MCL+MahaBackbone=BERT2023.0716.08—
SCL+MahaBackbone=BERT2023.0716.58—
ODINBackbone=BERT2023.0718.22—
ReActBackbone=BERT2023.0718.24—
POE+MahaBackbone=BERT2023.0718.83—
MSPBackbone=BERT2023.0720.08—
DICEBackbone=BERT2023.0720.12—
POE+MSPBackbone=BERT2023.0720.24—
SCL+MSPBackbone=BERT2023.0720.91—
MCL+MSPBackbone=BERT2023.0721.58—
KNN-cosineBackbone=BERT2023.0722.75—
KNN-euclideanBackbone=BERT2023.0722.83—