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Sequential Unlearning

Benchmarks

Task NameDataset NameSOTA ResultTrend
Knowledge Unlearning16-task Sequential Unlearning Forgotten Data Avg
CRR90.9
18
Knowledge Unlearning16-task Sequential Unlearning Forgotten Data Last
Context-aware Refusal Rate (CRR)41.01
16
Knowledge RetentionSequential Unlearning 16-task Retained Data Avg
Specificity100
9
Knowledge Retention16-task Sequential Unlearning Retained Data Last
Specificity96.54
8
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