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Safety Judge Performance Evaluation on HAJailBench 1.0 (test)

0.7589Kappa ScoreGPT-4o
-0.036180.1702350.376650.583065Nov 9, 2025

Evaluation results

MethodLinks
GPT-4oModel=GPT-4o, Algorithm=Baseline Judge2025.110.75899.03—
Multi-Agent JudgeModel=Qwen3-14B, Algorithm=Multi-Agent Judge2025.110.73314.1346
Multi-Agent JudgeModel=Qwen3-8B, Algorithm=Multi-Agent Judge2025.110.65324.0545
Multi-Agent JudgeModel=Qwen3-4B, Algorithm=Multi-Agent Judge2025.110.6442.6730
JailJudgeModel=Qwen3-8B, Algorithm=JailJudge2025.110.56264.5851
JailJudgeModel=Qwen3-14B, Algorithm=JailJudge2025.110.55454.348
Multi-Agent JudgeModel=Qwen2.5-7B, Algorithm=Multi-Agent Judge2025.110.52331.6218
JailJudgeModel=Qwen3-4B, Algorithm=JailJudge2025.110.51212.7130
JailJudgeModel=Qwen2.5-7B, Algorithm=JailJudge2025.110.43342.5128
ShieldGemma-9BModel=ShieldGemma-9B, Algorithm=Fine-tuned Judge2025.110.351——
ShieldGemma-2BModel=ShieldGemma-2B, Algorithm=Fine-tuned Judge2025.110.0521——
LlamaGuard3-8BModel=LlamaGuard3-8B, Algorithm=Fine-tuned Judge2025.11-0.00560.121