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ResearchFormerly WizWand

Semantic Anomaly Detection

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Osterhout and Mobley Semantic

Masked language model

100Accuracy

6

Feb 26, 2026

Osterhout and Nicol Semantic

Masked language model

100Accuracy

6

Feb 26, 2026

Warren Semantic

Masked language model

1Accuracy

6

Feb 26, 2026

Pylkkänen and McElree Semantic

Masked language model

95.5Accuracy

6

Feb 26, 2026

Masked language model

78.7Accuracy

6

Feb 26, 2026

Qwen2.5-VL-7B (FT)

94Accuracy

4

Apr 9, 2026

CIFAR-10 Setting 2

99.9Plane Score

2

Feb 26, 2026