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ResearchFormerly WizWand

Harmful Content Detection on UnsafeBench

89.5AUPRCYuvion VL
28.76444.53260.376.068May 1, 2026May 9, 2026May 18, 2026May 27, 2026Jun 5, 2026Jun 14, 2026Jun 23, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Yuvion VLModel Scale=32B, Decoding Mode=Instruct2026.0689.5
Yuvion VLModel Scale=32B, Decoding Mode=Reasoning2026.0686
Yuvion VLModel Scale=8B, Decoding Mode=Instruct2026.0683.8
Qwen3-VLModel Scale=32B, Decoding Mode=Thinking2026.0682.6
Qwen3-VLModel Scale=8B, Decoding Mode=Instruct2026.0681.8
Opus-4.6Model Scale=≈800B2026.0681.5
Qwen3.5-PlusModel Scale=397B2026.0681.5
Qwen3-VLModel Scale=32B, Decoding Mode=Instruct2026.0681.4
GPT-5.4Model Scale=≈1.5T2026.0679
Yuvion VLModel Scale=8B, Decoding Mode=Reasoning2026.0676
Qwen3-VLModel Scale=8B, Decoding Mode=Thinking2026.0674.2
GemmaPrompt Selection Strategy=Max152026.0571.7
Qwen3-VL 8BPrompt Selection Strategy=Max152026.0570.5
InternVLPrompt Selection Strategy=Max152026.0569.7
GemmaPrompt Selection Strategy=MeanEns2026.0569.6
Qwen30BPrompt Selection Strategy=Max152026.0569.1
Qwen3-VL 8BPrompt Selection Strategy=MeanEns2026.0568.7
InternVLPrompt Selection Strategy=MeanEns2026.0568.7
GemmaPrompt Selection Strategy=Med152026.0568.6
Qwen3-VL 8BPrompt Selection Strategy=Med152026.0567.6
Qwen30BPrompt Selection Strategy=Sel2026.0567.1
InternVLPrompt Selection Strategy=Med152026.0567.1
MiniCPMPrompt Selection Strategy=Max152026.0567
Qwen3-VL 4BPrompt Selection Strategy=Max152026.0566.8
Qwen30BPrompt Selection Strategy=MeanEns2026.0566.7
GemmaPrompt Selection Strategy=Rand2026.0566.5
GemmaPrompt Selection Strategy=Mean152026.0566.2
Qwen30BPrompt Selection Strategy=Med152026.0566.1
Qwen3-VL 8BPrompt Selection Strategy=Mean152026.0565.6
Qwen3-VL 8BPrompt Selection Strategy=Rand2026.0565.5
MiniCPMPrompt Selection Strategy=MeanEns2026.0565.4
InternVLPrompt Selection Strategy=Mean152026.0564.2
Qwen30BPrompt Selection Strategy=Rand2026.0564.1
InternVLPrompt Selection Strategy=Rand2026.0564.1
Qwen3-VL 4BPrompt Selection Strategy=Rand2026.0563.5
Qwen3-VL 4BPrompt Selection Strategy=Med152026.0563.4
Qwen3-VL 4BPrompt Selection Strategy=MeanEns2026.0563.4
Qwen30BPrompt Selection Strategy=Mean152026.0563.2
Qwen3-VL 4BPrompt Selection Strategy=Sel2026.0562.9
Qwen3-VL 4BPrompt Selection Strategy=Mean152026.0561.9
LlamaPrompt Selection Strategy=Max152026.0561.5
InternVLPrompt Selection Strategy=Sel2026.0561.3
LlamaPrompt Selection Strategy=MeanEns2026.0560.5
MiniCPMPrompt Selection Strategy=Rand2026.0557.8
MiniCPMPrompt Selection Strategy=Med152026.0557.8
MiniCPMPrompt Selection Strategy=Mean152026.0557.4
MiniCPMPrompt Selection Strategy=Sel2026.0557.2
LlamaPrompt Selection Strategy=Sel2026.0555.6
LlamaPrompt Selection Strategy=Med152026.0553
LlamaPrompt Selection Strategy=Mean152026.0552.2
K2.5Model Scale=≈1T2026.0652.2
LlamaPrompt Selection Strategy=Rand2026.0547.2
LlamaPrompt Selection Strategy=Min152026.0540.4
Qwen3-VL 4BPrompt Selection Strategy=Min152026.0539.4
Qwen30BPrompt Selection Strategy=Min152026.0537.4
MiniCPMPrompt Selection Strategy=Min152026.0537.2
InternVLPrompt Selection Strategy=Min152026.0535.6
Qwen3-VL 8BPrompt Selection Strategy=Sel2026.0533.9
Qwen3-VL 8BPrompt Selection Strategy=Min152026.0533.9
GemmaPrompt Selection Strategy=Sel2026.0531.1
GemmaPrompt Selection Strategy=Min152026.0531.1