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ResearchFormerly WizWand

Harmful Content Detection on HoliSafe-Bench

75.6AUPRCQwen3-VL 8B
31.50442.95254.465.848May 1, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Qwen3-VL 8BPrompt Selection Strategy=Max152026.0575.6
Qwen3-VL 4BPrompt Selection Strategy=Max152026.0575.2
Qwen3-VL 4BPrompt Selection Strategy=Sel2026.0574.6
Qwen3-VL 4BPrompt Selection Strategy=Rand2026.0574.5
InternVLPrompt Selection Strategy=Max152026.0573.4
Qwen3-VL 8BPrompt Selection Strategy=Rand2026.0572.6
Qwen3-VL 4BPrompt Selection Strategy=MeanEns2026.0571.8
Qwen3-VL 8BPrompt Selection Strategy=MeanEns2026.0571.5
Qwen3-VL 8BPrompt Selection Strategy=Med152026.0570.6
GemmaPrompt Selection Strategy=Max152026.0570.3
Qwen3-VL 4BPrompt Selection Strategy=Med152026.0570.1
InternVLPrompt Selection Strategy=Rand2026.0569.6
InternVLPrompt Selection Strategy=MeanEns2026.0568.7
Qwen3-VL 4BPrompt Selection Strategy=Mean152026.0568.5
GemmaPrompt Selection Strategy=Rand2026.0567.7
Qwen3-VL 8BPrompt Selection Strategy=Mean152026.0567.4
MiniCPMPrompt Selection Strategy=Max152026.0567.2
MiniCPMPrompt Selection Strategy=MeanEns2026.0565.5
GemmaPrompt Selection Strategy=Med152026.0565.4
InternVLPrompt Selection Strategy=Med152026.0564.2
MiniCPMPrompt Selection Strategy=Rand2026.0564.1
InternVLPrompt Selection Strategy=Sel2026.0563.4
InternVLPrompt Selection Strategy=Mean152026.0563.4
Qwen30BPrompt Selection Strategy=Max152026.0563
GemmaPrompt Selection Strategy=Mean152026.0562.6
LlamaPrompt Selection Strategy=Max152026.0561.4
Qwen30BPrompt Selection Strategy=Rand2026.0559.9
MiniCPMPrompt Selection Strategy=Med152026.0559.7
GemmaPrompt Selection Strategy=MeanEns2026.0559
MiniCPMPrompt Selection Strategy=Mean152026.0558.5
Qwen30BPrompt Selection Strategy=MeanEns2026.0557.6
Qwen30BPrompt Selection Strategy=Mean152026.0556
MiniCPMPrompt Selection Strategy=Sel2026.0555.6
Qwen30BPrompt Selection Strategy=Med152026.0555.5
LlamaPrompt Selection Strategy=MeanEns2026.0553.9
LlamaPrompt Selection Strategy=Rand2026.0553.4
LlamaPrompt Selection Strategy=Med152026.0552.9
Qwen30BPrompt Selection Strategy=Sel2026.0551.7
LlamaPrompt Selection Strategy=Mean152026.0551.2
Qwen30BPrompt Selection Strategy=Min152026.0549.2
LlamaPrompt Selection Strategy=Sel2026.0544
Qwen3-VL 4BPrompt Selection Strategy=Min152026.0543.4
Qwen3-VL 8BPrompt Selection Strategy=Sel2026.0541.3
Qwen3-VL 8BPrompt Selection Strategy=Min152026.0541.3
MiniCPMPrompt Selection Strategy=Min152026.0540.9
LlamaPrompt Selection Strategy=Min152026.0540.2
InternVLPrompt Selection Strategy=Min152026.0536.3
GemmaPrompt Selection Strategy=Sel2026.0533.2
GemmaPrompt Selection Strategy=Min152026.0533.2