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Visual Question Answering on VQA v2 (Probing Refusal Metrics)
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0
Refusal Rate (Exact)
No Perturbation
-3.76
21.62
47
72.38
Apr 10, 2026
Refusal Rate (Exact)
Refusal Rate (Similar)
Refusal Rate (General)
Updated 6d ago
Evaluation Results
Method
Method
Links
Refusal Rate (Exact)
Refusal Rate (Similar)
Refusal Rate (General)
No Perturbation
Target MLLM=LLaVA-1.5
2026.04
0
0
0
Qi et al.
Target MLLM=LLaVA-1.5
2026.04
2
2
2
Bagdasaryan et al.
Target MLLM=LLaVA-1.5
2026.04
65
62
51
ImageProtector+PGD
Target MLLM=LLaVA-1.5
2026.04
94
91
91
ImageProtector
Target MLLM=LLaVA-1.5
2026.04
94
88
88
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