Early Fake News Detection on PolitiFact-P
90.8AccuracyAVOID
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AVOIDCategory=Proposed, Ratio=02026.01 | 90.8 | 90.2 | |
| AVOIDCategory=Proposed, Ratio=0.12026.01 | 90.8 | 90.2 | |
| AVOIDCategory=Proposed, Ratio=0.32026.01 | 90.8 | 90.2 | |
| UPFDCategory=Propagation Enhanced, Ratio=0.32026.01 | 88.6 | 87.4 | |
| L-DefenseCategory=Content-Based, Ratio=02026.01 | 88 | 87.1 | |
| L-DefenseCategory=Content-Based, Ratio=0.12026.01 | 88 | 87.1 | |
| L-DefenseCategory=Content-Based, Ratio=0.32026.01 | 88 | 87.1 | |
| BREAKCategory=Content-Based, Ratio=0.12026.01 | 87.4 | 86.8 | |
| BREAKCategory=Content-Based, Ratio=0.32026.01 | 87.4 | 86.8 | |
| MFANCategory=Propagation Enhanced, Ratio=0.32026.01 | 87.2 | 86 | |
| PSGTCategory=Propagation Enhanced, Ratio=0.32026.01 | 87.2 | 86.8 | |
| BREAKCategory=Content-Based, Ratio=02026.01 | 87.2 | 86.8 | |
| PSGTCategory=Propagation Enhanced, Ratio=0.12026.01 | 86.3 | 85.2 | |
| UPFDCategory=Propagation Enhanced, Ratio=0.12026.01 | 86 | 83.5 | |
| MFANCategory=Propagation Enhanced, Ratio=0.12026.01 | 84.2 | 82.5 | |
| GACLCategory=Propagation Enhanced, Ratio=0.32026.01 | 81 | 80.6 | |
| GACLCategory=Propagation Enhanced, Ratio=0.12026.01 | 80.8 | 78.3 | |
| BERTCategory=Content-Based, Ratio=02026.01 | 78.4 | 78.8 | |
| BERTCategory=Content-Based, Ratio=0.12026.01 | 78.4 | 78.8 | |
| BERTCategory=Content-Based, Ratio=0.32026.01 | 78.4 | 78.8 | |
| UDGCNCategory=Propagation Enhanced, Ratio=0.32026.01 | 78.2 | 78.2 | |
| BiGCNCategory=Propagation Enhanced, Ratio=0.32026.01 | 77.7 | 77.4 | |
| UDGCNCategory=Propagation Enhanced, Ratio=0.12026.01 | 70.6 | 70.5 | |
| BiGCNCategory=Propagation Enhanced, Ratio=0.12026.01 | 66.1 | 63.2 |