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ResearchFormerly WizWand

ProGuard

Benchmarks

TaskDatasetSOTA resultTrendResults

Content moderation

ProGuard

95.4Score (%)

12

Unsafe content categorization

ProGuard Text

76.96Accuracy

9

Unsafe content categorization

ProGuard Text-Image

0.7Accuracy

6

Unsafe content categorization

ProGuard Image

76.02Accuracy

5

OOD safety category inference (Stage 2)

ProGuard Text-Image

26.86Mean Reward

4

Out-of-Taxonomy Risk Detection

ProGuard Image

57.59F1 Score

4

Out-of-Taxonomy Risk Detection

ProGuard Text-Image

60.25F1 Score (%)

4

Out-of-Taxonomy Risk Detection

ProGuard Text

56.94F1 Score

4

OOD safety category inference (Stage 2)

ProGuard Image

25.95Mean Reward

4