Jigsaw

Benchmarks

Task Name	Dataset Name	SOTA Result
Detoxification	Jigsaw (test)	Perplexity (PPL)20.8	29
Visual Reasoning	Jigsaw	Accuracy88.6	25
Spatial Configuration	Jigsaw	Metric 299	12
Binary classification	jigsaw	ROC AUC0.97	11
Fairness Evaluation	Jigsaw	BiasAUC75.6	9
Binary Classification	Toxic Jigsaw	Competition Score0.987	7
Toxicity Detection	Jigsaw Perspective-based Negated Private (test)	Accuracy87	7
Fairness-aware Classification	Jigsaw	Training Time (min)30	7
Alignment Audit	Jigsaw Toxic Comment	Average Treatment Effect (ATE)0	5
Toxicity Classification	Jigsaw-ML	AUC98.4	2
Toxicity Classification	Jigsaw-BL	AUC97.1	2
Multi-label Toxic Content Classification	Jigsaw-ML	Attack Success Rate71.7	2
Binary Toxic Content Classification	Jigsaw-BL	Attack Success Rate99.27	2

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