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Tabular Anomaly Detection on Fake job posts (F1 score)

40.5F1 ScoreCausalTAD
9.50817.55425.633.646Feb 8, 2026

Evaluation results

MethodLinks
CausalTADModel Variant=SmolLM-360M2026.0240.5
CausalTADModel Variant=SmolLM-135M2026.0240.2
AnoLLMModel Variant=SmolLM-360M2026.0234.3
AnoLLMModel Variant=SmolLM-135M2026.0232.5
IForestMethod Category=Classical methods2026.0227.4
PCAMethod Category=Classical methods2026.0225.6
ICLMethod Category=Deep learning based methods2026.0224.5
SLADMethod Category=Deep learning based methods2026.0217.5
ECODMethod Category=Classical methods2026.0216.5
REPENMethod Category=Deep learning based methods2026.0216.4
KNNMethod Category=Classical methods2026.0216.3
RCAMethod Category=Deep learning based methods2026.0213.7
DeepSVDDMethod Category=Deep learning based methods2026.0213.6
GOADMethod Category=Deep learning based methods2026.0212.9
NeuTralMethod Category=Deep learning based methods2026.0211.5
DTEMethod Category=Deep learning based methods2026.0210.7