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Pointwise Reasoning Evaluation on DeepfakeJudge Meta-Human

0.5RMSEDeepfakeJudge-7B
0.45880.73691.0151.2931Feb 23, 2026

Evaluation results

MethodLinks
DeepfakeJudge-7BType=Ours2026.020.50.250.960.95
DeepfakeJudge-3BType=Ours2026.020.560.310.960.95
GPT-4o-MiniType=Closed2026.020.810.660.880.86
Qwen-3-VL-235B-ThinkingType=Thinking2026.020.950.910.850.86
Qwen-3-VL-30B-ThinkingType=Thinking2026.021.041.070.850.83
Gemini-Flash-2.5Type=Closed2026.021.111.240.850.83
Qwen-3-VL-8B-ThinkingType=Thinking2026.021.181.390.840.81
Qwen-3-VL-235B-InstructType=Open2026.021.261.580.810.77
Qwen-3-VL-8B-InstructType=Open2026.021.281.630.790.76
Qwen-3-VL-30B-InstructType=Open2026.021.321.750.890.84
Qwen-3-VL-2B-InstructType=Open2026.021.411.980.690.72
Qwen-3-VL-4B-InstructType=Open2026.021.532.340.60.61