Coarse-level Multimodal Misinformation Detection on MMFakeBench
80.6AccuracyPCGR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PCGRModel Category=Multimodal Detectors2026.03 | 80.6 | 73.5 | |
| MGCAModel Category=Multimodal Detectors2026.03 | 74.1 | 71.3 | |
| C3NModel Category=Multimodal Detectors2026.03 | 73.6 | 70.3 | |
| GLPN-LLMModel Category=Multimodal Detectors2026.03 | 69.3 | 68.1 | |
| MiRAGeModel Category=Multimodal Detectors2026.03 | 64.8 | 65.8 | |
| FKA-OwlModel Category=Multimodal Detectors2026.03 | 64.7 | 67.9 | |
| GPT 5Model Category=General MLLMs2026.03 | 58.8 | 57.2 | |
| HammerModel Category=Multimodal Detectors2026.03 | 55.7 | 51.7 | |
| MPFNModel Category=Multimodal Detectors2026.03 | 53.4 | 49.6 | |
| BMRModel Category=Multimodal Detectors2026.03 | 52.3 | 48.8 | |
| Gemini 2.5 ProModel Category=General MLLMs2026.03 | 50.3 | 53.9 | |
| Llama 4Model Category=General MLLMs2026.03 | 46.8 | 50.7 | |
| Qwen3-omniModel Category=General MLLMs2026.03 | 33.9 | 41.9 | |
| LLaVA-1.6Model Category=General MLLMs2026.03 | 31.2 | 30.2 |