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ResearchFormerly WizWand

Text Anomaly Detection on TAD-Liar2

0.7965AUROCMCA2
0.4510120.5407060.63040.720094Jan 25, 2026
Updated 8mo ago

Evaluation results

MethodLinks
MCA2Backbone=OpenAIs2026.010.7965
LUNARBackbone=OpenAI-Large2026.010.7704
LOFBackbone=OpenAI-Large2026.010.7577
MCA2Backbone=Mixed2026.010.7287
RCPMODBackbone=OpenAIs2026.010.7213
AEBackbone=OpenAI-Large2026.010.7185
NCMODBackbone=OpenAIs2026.010.7169
DATE2026.010.69
NCMODBackbone=Mixed2026.010.6807
LOFBackbone=BERT2026.010.667
CVDD2026.010.6646
LUNARBackbone=BERT2026.010.6583
RCPMODBackbone=Mixed2026.010.6542
FATE2026.010.6424
AEBackbone=BERT2026.010.6393
VAEBackbone=BERT2026.010.6336
ECODBackbone=OpenAI-Large2026.010.628
VAEBackbone=OpenAI-Large2026.010.621
ECODBackbone=BERT2026.010.6091
iForestBackbone=BERT2026.010.5904
DeepSVDDBackbone=BERT2026.010.5842
iForestBackbone=OpenAI-Large2026.010.5654
SO-GAALBackbone=BERT2026.010.5154
DeepSVDDBackbone=OpenAI-Large2026.010.4906
SO-GAALBackbone=OpenAI-Large2026.010.4643