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Deception Detection on MDPE In-domain

77.6AccuracyThinkDeception
51.423258.219165.01571.8109Jun 17, 2026

Evaluation results

MethodLinks
ThinkDeceptionMethod category=Ours2026.0677.6
LCUNetMethod category=Deep Learning Methods2026.0668.44
MMPDAMethod category=Deep Learning Methods2026.0666.45
CogGuidedMethod category=Deep Learning Methods2026.0665.91
ThinkDeception-BaseMethod category=Ours, Training protocol=SFT Only2026.0659.43
GLM-4.6vMethod category=Omni Large Language Models2026.0657.14
Gemini2.5-ProMethod category=Omni Large Language Models2026.0656.48
Qwen3-Omni-30BMethod category=Omni Large Language Models2026.0654.21
Qwen2.5-Omni-7BMethod category=Omni Large Language Models2026.0652.43