Visual Question Answering on LLaVA Bench
68.31VQA ASRLAMP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LAMPTarget Model=Mantis-CLIP2026.01 | 68.31 | — | |
| LAMPTarget Model=VILA - 1.52026.01 | 67.13 | — | |
| LAMPTarget Model=MiniGPT42026.01 | 66.13 | — | |
| CPGC-UAPTarget Model=Mantis-CLIP2026.01 | 45.6 | — | |
| CPGC-UAPTarget Model=VILA - 1.52026.01 | 43.76 | — | |
| CPGC-UAPTarget Model=MiniGPT42026.01 | 42.64 | — | |
| Doubly-UAPTarget Model=VILA - 1.52026.01 | 38.74 | — | |
| Doubly-UAPTarget Model=Mantis-CLIP2026.01 | 37.67 | — | |
| Doubly-UAPTarget Model=MiniGPT42026.01 | 36.46 | — | |
| Jailbreak-MLLMTarget Model=Mantis-CLIP2026.01 | 35.67 | — | |
| Jailbreak-MLLMTarget Model=VILA - 1.52026.01 | 18.65 | — | |
| Jailbreak-MLLMTarget Model=MiniGPT42026.01 | 13.65 | — | |
| ChatBridge2024.10 | — | 39.3 | |
| Ours2024.10 | — | 70.2 |