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Visual Question Answering on LLaVA Bench
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68.31
VQA ASR
LAMP
11.4636
26.2218
40.98
55.7382
Jan 29, 2026
VQA ASR
VQA Score
Updated 4d ago
Evaluation Results
Method
Method
Links
VQA ASR
VQA Score
LAMP
Target Model=Mantis-CLIP
2026.01
68.31
-
LAMP
Target Model=VILA - 1.5
2026.01
67.13
-
LAMP
Target Model=MiniGPT4
2026.01
66.13
-
CPGC-UAP
Target Model=Mantis-CLIP
2026.01
45.6
-
CPGC-UAP
Target Model=VILA - 1.5
2026.01
43.76
-
CPGC-UAP
Target Model=MiniGPT4
2026.01
42.64
-
Doubly-UAP
Target Model=VILA - 1.5
2026.01
38.74
-
Doubly-UAP
Target Model=Mantis-CLIP
2026.01
37.67
-
Doubly-UAP
Target Model=MiniGPT4
2026.01
36.46
-
Jailbreak-MLLM
Target Model=Mantis-CLIP
2026.01
35.67
-
Jailbreak-MLLM
Target Model=VILA - 1.5
2026.01
18.65
-
Jailbreak-MLLM
Target Model=MiniGPT4
2026.01
13.65
-
ChatBridge
2024.10
-
39.3
Ours
2024.10
-
70.2
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