Deception Detection on Bag-of-Lies (BoL)
63.46AccuracyDecepGPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DecepGPTSource=ours, Set.=LoRA, Mod.=AV2026.03 | 63.46 | 63.72 | — | |
| DeceptionXReasoning=true2026.06 | 61.23 | 63.98 | — | |
| DeceptionXModalities=Video + Audio, Params=7B2026.06 | 61.23 | 63.98 | 78.82 | |
| LieNetSource=TCDS’22, Set.=Full, Mod.=AV2026.03 | 59.78 | 58.14 | — | |
| LieNetReasoning=false2026.06 | 59.78 | 58.14 | — | |
| PECLSource=ICCV’23, Set.=Full, Mod.=AV2026.03 | 59.51 | 51.06 | — | |
| PECLReasoning=false2026.06 | 59.51 | 51.06 | — | |
| GPT-4oSource=Comm., Set.=ZS, Mod.=V2026.03 | 57.14 | 56.35 | — | |
| DDABGReasoning=false2026.06 | 56.66 | 55.17 | — | |
| FacialCueNetSource=AI’23, Set.=Full, Mod.=V2026.03 | 56.23 | 63.26 | — | |
| FacialCueNetReasoning=false2026.06 | 56.23 | 63.26 | — | |
| AffectGPTModalities=Video + Audio, Params=7B2026.06 | 55.43 | 57.21 | 69.32 | |
| Gemini3ProModalities=Video + Audio, Params=-2026.06 | 53.38 | 57.64 | 55.42 | |
| Gemini2.5ProModalities=Video + Audio, Params=-2026.06 | 50.74 | 64.15 | 67.75 | |
| MLPReasoning=false2026.06 | 49.9 | — | — | |
| PandaGPTModalities=Video + Audio, Params=7B2026.06 | 47.82 | 50.23 | 49.86 | |
| VideoLLaMA2Source=Open, Set.=LoRA, Mod.=AV2026.03 | 47.65 | 49.34 | — | |
| SALMONN2Source=Open, Set.=LoRA, Mod.=AV2026.03 | 46.82 | 48.51 | — | |
| VideoLLaMA2Modalities=Video + Audio, Params=7B2026.06 | 45.85 | 50.27 | 52.23 | |
| Qwen-OmniSource=Comm., Set.=ZS, Mod.=AV2026.03 | 45.27 | 35.82 | — | |
| Qwen2.5-OmniModalities=Video + Audio, Params=7B2026.06 | 44.37 | 44.25 | 51.58 | |
| Qwen2.5-7B-VLSource=Open, Set.=LoRA, Mod.=AV2026.03 | 44.24 | 41.15 | — | |
| Qwen2.5-VLModalities=Video, Params=7B2026.06 | 43.68 | 42.51 | 23.47 | |
| Qwen-VL-MaxModalities=Video, Params=-2026.06 | 41.78 | 43.76 | 45.52 |