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Benchmarks
Image Captioning on Image Captioning Target: GPT-5 Soft Criterion
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56
ASR
CoTTA
-2.24
12.88
28
43.12
Mar 31, 2026
ASR
AvgSim
Updated 18d ago
Evaluation Results
Method
Method
Links
ASR
AvgSim
CoTTA
Surrogate=Ensemble
2026.03
56
32
M-Attack
Surrogate=Ensemble
2026.03
32
14
FOA-Attack
Surrogate=Ensemble
2026.03
27
12.8
Agent-Attack
Surrogate=Ensemble
2026.03
10
4.9
AttackVLM
Surrogate=B/16
2026.03
0
0
AttackVLM
Surrogate=B/32
2026.03
0
0.2
AttackVLM
Surrogate=Laion
2026.03
0
0.2
AnyAttack
Surrogate=Ensemble
2026.03
0
0.2
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