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ResearchFormerly WizWand

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

97.24AUROCPOE+Energy
78.332883.241488.1593.0586Jul 18, 2023Dec 21, 2023May 26, 2024Oct 30, 2024Apr 5, 2025Sep 9, 2025Feb 13, 2026
Updated 8mo ago

Evaluation results

MethodLinks
POE+EnergyBackbone=BERT2023.0797.24——
MahaBackbone=BERT2023.0797.18——
MCL+MahaBackbone=BERT2023.0797.18——
POE+MahaBackbone=BERT2023.0797.03——
EnergyBackbone=BERT2023.0797.02——
SCL+MahaBackbone=BERT2023.0797.01——
ODINBackbone=BERT2023.0796.98——
KNN-cosineBackbone=BERT2023.0796.94——
KNN-euclideanBackbone=BERT2023.0796.94——
MCL+EnergyBackbone=BERT2023.0796.69——
SCL+EnergyBackbone=BERT2023.0796.43——
MSPBackbone=BERT2023.0796.39——
ReActBackbone=BERT2023.0796.39——
POE+MSPBackbone=BERT2023.0796.25——
MCL+MSPBackbone=BERT2023.0795.79——
SCL+MSPBackbone=BERT2023.0795.19——
DICEBackbone=BERT2023.0794.57——
CUDTeacher training dataset=Banking77 (IND)2026.0294.5224.2412.77
AD-KDTeacher training dataset=Banking77 (IND)2026.0293.9130.0813.31
CKDTeacher training dataset=Banking77 (IND)2026.0292.2138.9722.53
TinyBERTTeacher training dataset=Banking77 (IND)2026.0279.0670.0454.55