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Prompt Injection Attack on PaperGuard
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80
Attack Success Rate (ASR)
Claude-sonnet-4.5
44.64
53.82
63
72.18
Jun 10, 2026
Attack Success Rate (ASR)
Average Score Shift
Average Positive Tag Shift
Average Negative Tag Shift
Updated 1mo ago
Evaluation Results
Method
Method
Links
Attack Success Rate (ASR)
Average Score Shift
Average Positive Tag Shift
Average Negative Tag Shift
Claude-sonnet-4.5
Multimodality=true
2026.06
80
14.14
1.13
-2.62
Mistral-Small-3.1-24B-Instruct
Multimodality=true
2026.06
76
9.95
0
-3.26
Gemma-3-27b-it
Multimodality=true
2026.06
74
7.93
0.27
-1.88
Qwen2.5-VL-32B-Instruct
Multimodality=true
2026.06
73
7.11
0
-2.43
GPT-4o
Multimodality=true
2026.06
72
6.65
0.13
-1.37
GPT-4.1
Multimodality=false
2026.06
68
9.4
0.43
-2.27
Qwen-3-8B
Multimodality=false
2026.06
64
4.16
0.3
-1.39
DeepSeek-R1-Distill-Llama-8B
Multimodality=false
2026.06
46
5.05
0.46
0.11
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