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ResearchFormerly WizWand

CR

Benchmarks

TaskDatasetSOTA resultTrendResults

Sentiment Classification

CR

91.4Accuracy

142

Sentiment Analysis

CR

96.4Accuracy

141

Sentiment Classification

CR (test)

92.7Mean Accuracy

58

Text Classification

CR

93.48CA

55

Sentiment Analysis

CR

93.81CA

54

Backdoor Defense

CR

94.32Clean Accuracy (CA)

54

Sentence Classification

CR (test)

93.48Accuracy

33

Commonsense Reasoning

CR

89.3Accuracy

27

Sentiment Classification

CR (Entire dataset)

81.45Accuracy

24

Backdoor Defense

CR

1AUC

20

Sentiment Analysis

CR few-shot zero-shot

91.9Accuracy

16

Sentiment Classification

CR (10-fold cross-validation)

86.3Accuracy

13

Utility evaluation

CR

68.6Balanced Acc

13

Minority class representation

CR

40.2Minority Class %

13

DCR baseline protection analysis

CR

73.3DCR Baseline Protection

12

Membership Inference Attack

CR

53Success Rate

12

Synthetic Data Evaluation (Column Pair Trends)

CR

0.929Column Pair Trends Score

12

Overfitting Protection Evaluation

CR

91.8DCR Overfitting Protection

12

Tabular Synthetic Data Generation

CR

0.965Column Shapes Score

12

Zero-Knowledge Proof of Training

CR Credit Default

14.72Running Time

12

Knowledge Graph Question Answering

CR-LT

72.12Accuracy

11

Sentiment analysis

CR

89.36Spearman Correlation

11

Text Classification

CR (test)

93.3Macro-F1

10

Sentence Classification

CR full (test)

92.5Accuracy

9

Tabular Classification

CR

0.716Macro F1

6