Inference Latency on JailbreakV
2.81Latency (s)ZeroThink
Evaluation results
| Method | Links | |
|---|---|---|
| ZeroThinkMLRM (Backbone)=LLaVA-CoT2026.02 | 2.81 | |
| ZeroThinkMLRM (Backbone)=Vision-R12026.02 | 3.23 | |
| LessThinkMLRM (Backbone)=Vision-R12026.02 | 3.69 | |
| ZeroThinkMLRM (Backbone)=LlamaV-o12026.02 | 3.75 | |
| LessThinkMLRM (Backbone)=LlamaV-o12026.02 | 4.34 | |
| LessThinkMLRM (Backbone)=LLaVA-CoT2026.02 | 4.9 | |
| ZeroThinkMLRM (Backbone)=VLAA-Thinker2026.02 | 6.35 | |
| LessThinkMLRM (Backbone)=VLAA-Thinker2026.02 | 6.52 | |
| LessThinkMLRM (Backbone)=R1-Onevision2026.02 | 6.65 | |
| OriginalMLRM (Backbone)=VLAA-Thinker2026.02 | 6.68 | |
| ZeroThinkMLRM (Backbone)=R1-Onevision2026.02 | 6.69 | |
| OriginalMLRM (Backbone)=Vision-R12026.02 | 6.74 | |
| ZS-SafePathMLRM (Backbone)=Vision-R12026.02 | 6.75 | |
| ZS-SafePathMLRM (Backbone)=VLAA-Thinker2026.02 | 6.77 | |
| SafeThinkMLRM (Backbone)=VLAA-Thinker2026.02 | 6.84 | |
| SafeThinkMLRM (Backbone)=Vision-R12026.02 | 6.86 | |
| ZS-SafePathMLRM (Backbone)=R1-Onevision2026.02 | 7.16 | |
| OriginalMLRM (Backbone)=R1-Onevision2026.02 | 7.62 | |
| ZS-SafePathMLRM (Backbone)=LlamaV-o12026.02 | 7.72 | |
| SafeThinkMLRM (Backbone)=R1-Onevision2026.02 | 8.02 | |
| ZS-SafePathMLRM (Backbone)=LLaVA-CoT2026.02 | 8.1 | |
| OriginalMLRM (Backbone)=LlamaV-o12026.02 | 8.21 | |
| SafeThinkMLRM (Backbone)=LlamaV-o12026.02 | 8.32 | |
| OriginalMLRM (Backbone)=LLaVA-CoT2026.02 | 8.68 | |
| SafeThinkMLRM (Backbone)=LLaVA-CoT2026.02 | 9.32 |