Safety Classification on HoliSafe-Bench
0.783AUROCQwen3-VL 8B
Evaluation Results
| Method | Links | |
|---|---|---|
| Qwen3-VL 8BStrategy=Max152026.05 | 0.783 | |
| Qwen3-VL 4BStrategy=Max152026.05 | 0.778 | |
| Qwen3-VL 4BStrategy=Sel2026.05 | 0.768 | |
| Qwen3-VL 4BStrategy=Rand2026.05 | 0.764 | |
| Qwen3-VL 8BStrategy=Rand2026.05 | 0.762 | |
| InternVLStrategy=Max152026.05 | 0.761 | |
| InternVLStrategy=Rand2026.05 | 0.758 | |
| Qwen3-VL 8BStrategy=Med152026.05 | 0.753 | |
| Qwen3-VL 4BStrategy=MeanEns2026.05 | 0.75 | |
| Qwen3-VL 4BStrategy=Med152026.05 | 0.748 | |
| MiniCPMStrategy=Max152026.05 | 0.744 | |
| Qwen3-VL 8BStrategy=MeanEns2026.05 | 0.739 | |
| GemmaStrategy=Max152026.05 | 0.737 | |
| InternVLStrategy=MeanEns2026.05 | 0.731 | |
| Qwen3-VL 4BStrategy=Mean152026.05 | 0.728 | |
| GemmaStrategy=Rand2026.05 | 0.727 | |
| GemmaStrategy=Med152026.05 | 0.725 | |
| Qwen3-VL 8BStrategy=Mean152026.05 | 0.724 | |
| InternVLStrategy=Sel2026.05 | 0.72 | |
| InternVLStrategy=Med152026.05 | 0.72 | |
| MiniCPMStrategy=MeanEns2026.05 | 0.718 | |
| MiniCPMStrategy=Rand2026.05 | 0.713 | |
| InternVLStrategy=Mean152026.05 | 0.701 | |
| Qwen30BStrategy=Max152026.05 | 0.693 | |
| GemmaStrategy=Mean152026.05 | 0.689 | |
| Qwen30BStrategy=Rand2026.05 | 0.688 | |
| GemmaStrategy=MeanEns2026.05 | 0.688 | |
| MiniCPMStrategy=Med152026.05 | 0.684 | |
| Qwen30BStrategy=MeanEns2026.05 | 0.668 | |
| Qwen30BStrategy=Med152026.05 | 0.667 | |
| MiniCPMStrategy=Mean152026.05 | 0.663 | |
| Qwen30BStrategy=Mean152026.05 | 0.657 | |
| LlamaStrategy=Max152026.05 | 0.65 | |
| MiniCPMStrategy=Sel2026.05 | 0.648 | |
| Qwen30BStrategy=Sel2026.05 | 0.638 | |
| LlamaStrategy=MeanEns2026.05 | 0.603 | |
| LlamaStrategy=Rand2026.05 | 0.599 | |
| LlamaStrategy=Med152026.05 | 0.588 | |
| Qwen30BStrategy=Min152026.05 | 0.584 | |
| LlamaStrategy=Mean152026.05 | 0.573 | |
| Qwen3-VL 4BStrategy=Min152026.05 | 0.511 | |
| LlamaStrategy=Sel2026.05 | 0.504 | |
| Qwen3-VL 8BStrategy=Sel2026.05 | 0.499 | |
| Qwen3-VL 8BStrategy=Min152026.05 | 0.499 | |
| MiniCPMStrategy=Min152026.05 | 0.49 | |
| LlamaStrategy=Min152026.05 | 0.465 | |
| InternVLStrategy=Min152026.05 | 0.39 | |
| GemmaStrategy=Sel2026.05 | 0.326 | |
| GemmaStrategy=Min152026.05 | 0.326 |