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ResearchFormerly WizWand

Backdoor Mitigation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

99.65Clean Accuracy

20

Feb 26, 2026

SFT-based Poisoning Word trigger

96.7Clean Accuracy (CACC)

18

May 14, 2026

SFT-based Poisoning Phrase trigger

95.7Clean Accuracy (CACC)

18

May 14, 2026

SFT-based Poisoning Long trigger

94.8Clean Accuracy (CACC)

18

May 14, 2026

SST-2 StyleBkd (test)

93.3CACC

7

Feb 26, 2026

SST-2 HiddenKiller (test)

92.64Clean Accuracy (CACC)

7

Feb 26, 2026

SST-2 Addsent (test)

93.24Clean Accuracy (CACC)

7

Feb 26, 2026

Trojan Attack (test)

Before (Poisoned Model)

97.08Accuracy

5

Feb 26, 2026

CIFAR100 (test)

Before (Poisoned Model)

62.08Accuracy

5

Feb 26, 2026