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Sentiment Analysis on SST-2 HiddenKiller poisoned (test)
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96.05
Clean Accuracy
Vanilla
81.542
85.3085
89.075
92.8415
Feb 19, 2024
Clean Accuracy
Attack Success Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Clean Accuracy
Attack Success Rate
Vanilla
Backbone=Llama2-7B
2024.02
96.05
96.05
MuScleLoRA
Backbone=Llama2-7B
2024.02
94.62
26.86
LoRA
Backbone=Llama2-7B
2024.02
94.45
78.07
Vanilla
Backbone=GPT2-XL
2024.02
93.57
93.42
Prefix
Backbone=Llama2-7B
2024.02
92.42
60.2
STRIP
Backbone=Llama2-7B
2024.02
91.71
94.29
STRIP
Backbone=GPT2-XL
2024.02
91.54
92.1
MuScleLoRA
Backbone=GPT2-XL
2024.02
90.17
18.42
ONION
Backbone=Llama2-7B
2024.02
86.27
96.05
LoRA
Backbone=GPT2-XL
2024.02
85.01
66.02
ONION
Backbone=GPT2-XL
2024.02
83.53
92
Prefix
Backbone=GPT2-XL
2024.02
82.1
65.13
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