Deception Detection on DOLOs
73.23AccuracyDecepGPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DecepGPTSource=ours, Set.=LoRA, Mod.=AV2026.03 | 73.23 | 76.13 | — | |
| DeceptionXReasoning=true2026.06 | 69.78 | 73.38 | — | |
| DeceptionXModalities=Video + Audio, Params=7B2026.06 | 69.78 | 73.38 | 80.14 | |
| AFFAKTSource=AAAI’25, Set.=Full, Mod.=AV2026.03 | 68.1 | 70.73 | — | |
| GPT-4oSource=Comm., Set.=ZS, Mod.=V2026.03 | 66.38 | 64.21 | — | |
| PECLSource=ICCV’23, Set.=Full, Mod.=AV2026.03 | 64.75 | 71.2 | — | |
| PECLReasoning=false2026.06 | 64.75 | 71.2 | — | |
| AffectGPTModalities=Video + Audio, Params=7B2026.06 | 64.08 | 66.52 | 68.84 | |
| Gemini3ProModalities=Video + Audio, Params=-2026.06 | 62.13 | 59.35 | 70.12 | |
| FacialCueNetSource=AI’23, Set.=Full, Mod.=V2026.03 | 60.98 | 68.65 | — | |
| FacialCueNetReasoning=false2026.06 | 60.98 | 68.65 | — | |
| Gemini2.5ProModalities=Video + Audio, Params=-2026.06 | 60.32 | 53.64 | 68.74 | |
| DeceptionXCross-domain setup=M&B → D2026.06 | 58.32 | 64.57 | — | |
| MLPReasoning=false2026.06 | 57.49 | — | — | |
| LieNetSource=TCDS’22, Set.=Full, Mod.=AV2026.03 | 56.5 | 69.72 | — | |
| LieNetReasoning=false2026.06 | 56.5 | 69.72 | — | |
| DDABGReasoning=false2026.06 | 55.47 | 62.52 | — | |
| PECLCross-domain setup=M&B → D2026.06 | 54.51 | 69.55 | — | |
| LieNetCross-domain setup=M&B → D2026.06 | 54.4 | 68.23 | — | |
| Qwen-VL-MaxModalities=Video, Params=-2026.06 | 54.32 | 51.38 | 43.42 | |
| VideoLLaMA2Modalities=Video + Audio, Params=7B2026.06 | 54.24 | 57.68 | 60.21 | |
| VideoLLaMA2Source=Open, Set.=LoRA, Mod.=AV2026.03 | 53.48 | 56.12 | — | |
| SALMONN2Source=Open, Set.=LoRA, Mod.=AV2026.03 | 52.63 | 55.44 | — | |
| PandaGPTModalities=Video + Audio, Params=7B2026.06 | 52.14 | 53.56 | 57.78 | |
| Qwen-OmniSource=Comm., Set.=ZS, Mod.=AV2026.03 | 51.72 | 49.56 | — | |
| Qwen2.5-OmniModalities=Video + Audio, Params=7B2026.06 | 51.16 | 52.58 | 57.43 | |
| Qwen2.5-VLModalities=Video, Params=7B2026.06 | 46.74 | 53.28 | 42.21 | |
| Qwen2.5-7B-VLSource=Open, Set.=LoRA, Mod.=AV2026.03 | 46.1 | 52.37 | — |