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ResearchFormerly WizWand

Fraud

Benchmarks

TaskDatasetSOTA resultTrendResults

Anomaly Detection

Fraud

0.925AUC-PR

31

Mislabel Detection

fraud

95.2AUROC

17

Identifying mislabeled points

fraud

52F1 Score

12

Identifying mislabeled points

fraud

39Precision

12

Identifying mislabeled points

fraud

77Recall

12

Anomaly Detection

Fraud Synthetic (full stream)

0.821G-mean

11

Anomaly Detection

Fraud Synthetic

99.8Specificity

11

Anomaly Detection

Fraud

75.5Recall

11

Anomaly Detection

fraud Out-of-Domain

63.25F1 Score

10

Anomaly Detection

Fraud Tabular

0.932AUROC

9

Binary Classification

Fraud (holdout test)

0.003BCEL

7

Anomaly Detection

Fraud Stationary

96.2AUC

6

Fraud 0.17% imbalance, 5 seeds (test)

1AUC

5

Text2Cypher generation

Fraud

69Q@1

5

fraud

0.2Valuation Runtime (s)

5

Tabular Perception

Fraud

91.3F1 Score

4

Fraud Detection

Fraud

86.88Accuracy

3

Verifiable Data Valuation

fraud

13.9Proving Time (s)

3