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Backdoor Attack on Fear Trigger Emotion (Generalization)

79.8ASR (Generalization)GREAT
41.73651.61861.571.382Oct 10, 2025

Evaluation results

MethodLinks
GREATModel=Llama-3.2-3B, Poisoning ratio (α)=10%, K=20002025.1079.8
GREATModel=Llama-3.2-1B, Poisoning ratio (α)=10%, K=20002025.1077.2
GREATModel=Llama-3.2-3B, Poisoning ratio (α)=1%, K=1002025.1071
GREATModel=Llama-3.2-3B, Poisoning ratio (α)=10%, K=12025.1062
GREATModel=Llama-3.2-1B, Poisoning ratio (α)=10%, K=12025.1061
RandomModel=Llama-3.2-1B, Poisoning ratio (α)=10%, K=20002025.1060.2
RandomModel=Llama-3.2-3B, Poisoning ratio (α)=10%, K=20002025.1060.1
GREATModel=Llama-3.2-1B, Poisoning ratio (α)=1%, K=1002025.1056.2
RandomModel=Llama-3.2-1B, Poisoning ratio (α)=10%, K=12025.1055.5
RandomModel=Llama-3.2-3B, Poisoning ratio (α)=10%, K=12025.1055.3
RandomModel=Llama-3.2-3B, Poisoning ratio (α)=1%, K=1002025.1055
GREATModel=Llama-3.2-3B, Poisoning ratio (α)=1%, K=12025.1053.8
SUDOModel=Llama-3.2-1B, Poisoning ratio (α)=10%2025.1050.5
GREATModel=Llama-3.2-1B, Poisoning ratio (α)=1%, K=12025.1050.2
SUDOModel=Llama-3.2-3B, Poisoning ratio (α)=10%2025.1050
RandomModel=Llama-3.2-1B, Poisoning ratio (α)=1%, K=1002025.1048
RandomModel=Llama-3.2-3B, Poisoning ratio (α)=1%, K=12025.1045.8
SUDOModel=Llama-3.2-3B, Poisoning ratio (α)=1%2025.1044.8
RandomModel=Llama-3.2-1B, Poisoning ratio (α)=1%, K=12025.1044
SUDOModel=Llama-3.2-1B, Poisoning ratio (α)=1%2025.1043.2