Adversarial Robustness Evaluation on 3DLP
1ASRDAN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DANGrader=Llama-3.1-8B2026.06 | 1 | 0.826 | 0 | |
| DANGrader=Gemini-3-flash2026.06 | 0.873 | 0.761 | 0 | |
| MSJGrader=Qwen3-4B2026.06 | 0.83 | 0.52 | 0 | |
| DANGrader=GPT-5-mini2026.06 | 0.635 | 0.172 | 0 | |
| PAIRGrader=Llama-3.1-8B2026.06 | 0.602 | 0.267 | 0 | |
| MSJGrader=Llama-3.1-8B2026.06 | 0.564 | 0.263 | 0.001 | |
| PAIRGrader=Gemini-3-flash2026.06 | 0.545 | 0.294 | 0 | |
| MSJGrader=GPT-5-mini2026.06 | 0.51 | 0.156 | 0.012 | |
| MSJGrader=Claude-Sonnet-4.62026.06 | 0.44 | 0.235 | 0.016 | |
| MSJGrader=Gemini-3-flash2026.06 | 0.438 | 0.326 | 0.175 | |
| PAIRGrader=Qwen3-4B2026.06 | 0.425 | 0.219 | 0 | |
| DANGrader=Qwen3-4B2026.06 | 0.39 | 0.188 | 0 | |
| PAIRGrader=GPT-5-mini2026.06 | 0.225 | 0.015 | 0.323 | |
| PAIRGrader=Claude-Sonnet-4.62026.06 | 0.015 | -0.057 | 0 | |
| DANGrader=Claude-Sonnet-4.62026.06 | 0.005 | -0.065 | 0 |