Fake News Detection on GossipCop (test)
90.4AccuracyDCCF
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DCCFMethod Category=Ours2025.12 | 90.4 | — | — | — | 72.3 | 94.6 | 0.889 | |
| INSIDEMethod Category=LLM-based Reasoning2025.12 | 90 | — | — | — | 70.7 | 93.4 | 0.881 | |
| MIMoE-FNDMethod Category=Multimodal Multi-domain2025.12 | 89.5 | — | — | — | 69.8 | 93.8 | 0.879 | |
| BMRMethod Category=Multimodal Single-domain2025.12 | 89.5 | — | — | — | 69.1 | 87.6 | 0.881 | |
| SEERMethod Category=Multimodal Single-domain2025.12 | 89.3 | — | — | — | 67.3 | 87.1 | 0.875 | |
| GLPN-LLMMethod Category=LLM-based Reasoning2025.12 | 89 | — | — | — | 68.2 | 93.3 | 0.864 | |
| KITE2026.06 | 88.5 | 93 | 92.6 | 95.9 | — | — | — | |
| XLNet2026.06 | 88.4 | 92.9 | 91.7 | 94.3 | — | — | — | |
| KENMethod Category=Multimodal Multi-domain2025.12 | 88.1 | — | — | — | 64.6 | 92.8 | 0.873 | |
| FND-CLIPMethod Category=Multimodal Multi-domain2025.12 | 88 | — | — | — | 63.8 | 92.8 | 0.871 | |
| RaCMCMethod Category=Multimodal Single-domain2025.12 | 87.9 | — | — | — | 64.1 | 92.7 | 0.838 | |
| QMFND2026.06 | 87.9 | 92.8 | 89.9 | 95.8 | — | — | — | |
| BERT2026.06 | 87.1 | 91.9 | 92.4 | 91.4 | — | — | — | |
| MCANFusion=Co-attention2026.06 | 86.9 | 84.6 | 89 | 80.6 | — | — | — | |
| CAFEMethod Category=Multimodal Single-domain2025.12 | 86.7 | — | — | — | 58.7 | 92.1 | 0.852 | |
| EANNMethod Category=Multimodal Multi-domain2025.12 | 86.4 | — | — | — | 59.4 | 92 | 0.852 | |
| LIFEMethod Category=LLM-based Reasoning2025.12 | 86.4 | — | — | — | 70.1 | 86.6 | 0.855 | |
| MCAN-AFusion=Early (Concatenation + MLP)2026.06 | 85.1 | 82.4 | 87.7 | 85.9 | — | — | — | |
| SpotFake+2026.06 | 83.9 | 82.5 | 85.3 | 79.9 | — | — | — | |
| CNNInput=Text2026.06 | 80.6 | 74.4 | 88.2 | 64.3 | — | — | — | |
| CNNInput=Image2026.06 | 80.2 | 88.3 | 84.2 | 92.9 | — | — | — | |
| KAN2026.06 | 77.7 | 77.1 | 77.6 | 77 | — | — | — | |
| AMPEND-LS2025.12 | 0.9343 | 0.9324 | 0.9344 | 0.9329 | — | — | — | |
| MGCA2025.12 | 0.88 | 0.8409 | 0.8831 | 0.8026 | — | — | — | |
| EARAM2025.12 | 0.85 | 0.8549 | 0.86 | 0.85 | — | — | — | |
| BREAK2025.12 | 0.82 | 0.8211 | 0.8251 | 0.8173 | — | — | — | |
| MFCL2025.12 | 0.8181 | 0.8135 | 0.8165 | 0.8106 | — | — | — | |
| FakingRecipe2025.12 | 0.8026 | 0.8027 | 0.8021 | 0.8026 | — | — | — | |
| FactAgent2025.12 | 0.7804 | 0.7795 | 0.7845 | 0.775 | — | — | — | |
| LMDD2025.12 | 0.6517 | 0.7105 | 0.7821 | 0.651 | — | — | — |