Deception Detection on Varied Deception
0.95Apollo ScoreGLM-4.7-FP8
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GLM-4.7-FP8Organization=zai-org2026.06 | 0.95 | 0.42 | 0.93 | 0.98 | 0.88 | |
| Qwen3.5-27BOrganization=Qwen2026.06 | 0.95 | 0.42 | 0.93 | 0.97 | 0.76 | |
| gemma-4-31B-itOrganization=google2026.06 | 0.95 | 0.39 | 0.68 | 0.98 | 0.94 | |
| GLM-5-FP8Organization=zai-org2026.06 | 0.94 | 0.5 | 0.9 | 0.98 | 0.9 | |
| GLM-5.1-FP8Organization=zai-org2026.06 | 0.91 | 0.51 | 0.89 | 0.98 | 0.89 | |
| gemma-4-26B-A4B-itOrganization=google2026.06 | 0.91 | 0.31 | 0.77 | 0.96 | 0.93 | |
| GLM-4.5-Air-FP8Organization=zai-org2026.06 | 0.9 | 0.23 | 0.84 | 0.96 | 0.77 | |
| Kimi-K2.5Organization=moonshotai2026.06 | 0.89 | 0.47 | 0.78 | 0.99 | 0.83 | |
| Qwen3.5-4BOrganization=Qwen2026.06 | 0.89 | 0.27 | 0.82 | 0.92 | 0.81 | |
| Qwen3.5-35B-A3B-FP8Organization=Qwen2026.06 | 0.88 | 0.37 | 0.88 | 0.95 | 0.87 | |
| Qwen3.6-35B-A3BOrganization=Qwen2026.06 | 0.87 | 0.44 | 0.86 | 0.97 | 0.89 | |
| Qwen3-14BOrganization=Qwen2026.06 | 0.87 | 0.16 | 0.8 | 0.92 | 0.76 | |
| Qwen3.5-122B-A10B-FP8Organization=Qwen2026.06 | 0.86 | 0.42 | 0.92 | 0.98 | 0.89 | |
| Qwen3-30B-A3BOrganization=Qwen2026.06 | 0.86 | 0.15 | 0.82 | 0.92 | 0.83 | |
| DeepSeek-V3.2Organization=deepseek-ai2026.06 | 0.85 | 0.42 | 0.87 | 0.96 | 0.85 | |
| GLM-4.7-FlashOrganization=zai-org2026.06 | 0.85 | 0.3 | 0.88 | 0.96 | 0.84 | |
| Kimi-K2.6Organization=moonshotai2026.06 | 0.84 | 0.54 | 0.73 | 0.98 | 0.78 | |
| Qwen3.6-27BOrganization=Qwen2026.06 | 0.84 | 0.46 | 0.88 | 0.95 | 0.8 | |
| Llama-3.3-70B-InstructOrganization=meta-llama2026.06 | 0.84 | 0.14 | 0.74 | 0.53 | 0.84 | |
| MiniMax-M2.7Organization=MiniMaxAI2026.06 | 0.83 | 0.5 | 0.84 | 0.86 | 0.78 | |
| MiMo-V2-FlashOrganization=XiaomiMiMo2026.06 | 0.83 | 0.39 | 0.83 | 0.9 | 0.81 | |
| gemma-4-E4B-itOrganization=google2026.06 | 0.83 | 0.19 | 0.82 | 0.96 | 0.78 | |
| gemma-3-27b-itOrganization=google2026.06 | 0.81 | 0.1 | 0.78 | 0.6 | 0.78 | |
| gpt-oss-120bOrganization=openai2026.06 | 0.8 | 0.33 | 0.72 | 0.97 | — | |
| gemma-4-E2B-itOrganization=google2026.06 | 0.79 | 0.15 | 0.76 | 0.94 | 0.81 | |
| gemma-2-9b-itOrganization=google2026.06 | 0.77 | — | 0.7 | 0.52 | 0.77 | |
| gpt-oss-20bOrganization=openai2026.06 | 0.75 | 0.24 | 0.74 | 0.94 | — | |
| Qwen3-32BOrganization=Qwen2026.06 | 0.74 | 0.16 | 0.76 | 0.92 | 0.78 | |
| Qwen3-8BOrganization=Qwen2026.06 | 0.74 | 0.13 | 0.69 | 0.87 | 0.76 | |
| gemma-3-12b-itOrganization=google2026.06 | 0.74 | 0.09 | 0.72 | 0.59 | 0.79 | |
| MiniMax-M2Organization=MiniMaxAI2026.06 | 0.72 | 0.36 | 0.74 | 0.74 | — | |
| Qwen3-4BOrganization=Qwen2026.06 | 0.64 | 0.14 | 0.68 | 0.85 | 0.74 |