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Benchmarks
Prompt Injection Attack on MuSiQue (ASR, Memory, Time)
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98
Attack Success Rate (ASR)
nanoGCG-OPT
10.64
33.32
56
78.68
Apr 30, 2026
Attack Success Rate (ASR)
Memory Usage (GB)
Execution Time (s)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Attack Success Rate (ASR)
Memory Usage (GB)
Execution Time (s)
nanoGCG-OPT
Target Model=Meta-SecA...
2026.04
98
82.7
1,652.4
FlashRT
Target Model=Meta-SecA...
2026.04
98
35.8
782.2
nanoGCG-OPT
LLM=Llama-3.1-8B-Instruct
2026.04
94
91.9
4,209.8
FlashRT
LLM=Llama-3.1-8B-Instruct
2026.04
94
41.6
959
nanoGCG
Target Model=Meta-SecA...
2026.04
86
81.8
1,810.5
nanoGCG
LLM=Llama-3.1-8B-Instruct
2026.04
80
89.7
3,201.2
Context Clipping
LLM=Llama-3.1-8B-Instruct
2026.04
54
41.1
250.8
Heuristic Attack
LLM=Llama-3.1-8B-Instruct
2026.04
32
0
0
Heuristic
Target Model=Meta-SecA...
2026.04
14
0
0
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