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Backdoor Attack on Fear Trigger Emotion (OOD)

81.3ASR (OOD)GREAT
43.54853.34963.1572.951Oct 10, 2025

Evaluation results

MethodLinks
GREATModel=Llama-3.2-1B, Poisoning ratio (α)=10%, K=20002025.1081.3
GREATModel=Llama-3.2-3B, Poisoning ratio (α)=10%, K=20002025.1077.2
GREATModel=Llama-3.2-3B, Poisoning ratio (α)=1%, K=1002025.1076.3
GREATModel=Llama-3.2-3B, Poisoning ratio (α)=10%, K=12025.1062.2
RandomModel=Llama-3.2-3B, Poisoning ratio (α)=10%, K=20002025.1058.3
RandomModel=Llama-3.2-1B, Poisoning ratio (α)=10%, K=20002025.1057.2
GREATModel=Llama-3.2-1B, Poisoning ratio (α)=10%, K=12025.1057
RandomModel=Llama-3.2-3B, Poisoning ratio (α)=1%, K=1002025.1056.7
GREATModel=Llama-3.2-1B, Poisoning ratio (α)=1%, K=1002025.1056.2
GREATModel=Llama-3.2-1B, Poisoning ratio (α)=1%, K=12025.1054
RandomModel=Llama-3.2-1B, Poisoning ratio (α)=10%, K=12025.1053.5
RandomModel=Llama-3.2-3B, Poisoning ratio (α)=10%, K=12025.1051.2
RandomModel=Llama-3.2-1B, Poisoning ratio (α)=1%, K=1002025.1050.8
SUDOModel=Llama-3.2-3B, Poisoning ratio (α)=10%2025.1049.1
GREATModel=Llama-3.2-3B, Poisoning ratio (α)=1%, K=12025.1048.5
SUDOModel=Llama-3.2-1B, Poisoning ratio (α)=10%2025.1048.2
RandomModel=Llama-3.2-3B, Poisoning ratio (α)=1%, K=12025.1048
SUDOModel=Llama-3.2-1B, Poisoning ratio (α)=1%2025.1047
RandomModel=Llama-3.2-1B, Poisoning ratio (α)=1%, K=12025.1046.5
SUDOModel=Llama-3.2-3B, Poisoning ratio (α)=1%2025.1045