Misinformation Detection on MMCoVaR
95.1AccuracyBiMind
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| BiMindArchitecture=BiMind2026.04 | 95.1 | 95.1 | 95 | 95.1 | |
| HeteroSGTArchitecture=HeteroSGT2026.04 | 91.5 | 89.3 | 90.5 | 88.3 | |
| AMPENDTraining Data=In-domain2025.12 | 91.27 | 89.19 | 92.11 | 86.45 | |
| HANArchitecture=HAN2026.04 | 85.5 | 85.3 | 85.4 | 85.4 | |
| AMPEND-LSTraining Data=PolitiFact + GossipCop2025.12 | 81.57 | 82.85 | 84.17 | 81.57 | |
| AMPEND-LSTraining Data=GossipCop2025.12 | 80.58 | 80.21 | 79.85 | 80.58 | |
| AMPEND-LSTraining Data=PolitiFact2025.12 | 76.25 | 75.89 | 81.83 | 70.68 | |
| BERTArchitecture=BERT2026.04 | 73 | 72 | 72.7 | 72.2 | |
| GCNArchitecture=GCN2026.04 | 71.7 | 62.1 | 73.5 | 68.5 | |
| MGCATraining Data=PolitiFact + GossipCop2025.12 | 62.37 | 60.02 | 61.49 | 58.62 | |
| BREAKTraining Data=GossipCop2025.12 | 61.12 | 57.29 | 58.27 | 56.34 | |
| BREAKTraining Data=PolitiFact2025.12 | 60.48 | 60.46 | 60.13 | 60.79 | |
| BREAKTraining Data=PolitiFact + GossipCop2025.12 | 59.45 | 54.71 | 58.77 | 51.17 | |
| CNNArchitecture=CNN2026.04 | 58.2 | 47.4 | 47.8 | 54.7 | |
| MGCATraining Data=PolitiFact2025.12 | 55.88 | 52.52 | 52.58 | 52.46 | |
| MGCATraining Data=GossipCop2025.12 | 50.18 | 49.66 | 49.56 | 49.76 |