Early Fake News Detection on GossipCop-P
89.3AccuracyAVOID
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AVOIDCategory=Proposed, Ratio=02026.01 | 89.3 | 89.6 | |
| AVOIDCategory=Proposed, Ratio=0.12026.01 | 89.3 | 89.6 | |
| AVOIDCategory=Proposed, Ratio=0.32026.01 | 89.3 | 89.6 | |
| PSGTCategory=Propagation Enhanced, Ratio=0.32026.01 | 88.1 | 88.5 | |
| BREAKCategory=Content-Based, Ratio=02026.01 | 87.8 | 87.4 | |
| BREAKCategory=Content-Based, Ratio=0.12026.01 | 87.8 | 87.4 | |
| BREAKCategory=Content-Based, Ratio=0.32026.01 | 87.8 | 87.4 | |
| PSGTCategory=Propagation Enhanced, Ratio=0.12026.01 | 86.9 | 87.7 | |
| UPFDCategory=Propagation Enhanced, Ratio=0.32026.01 | 86.7 | 88.1 | |
| L-DefenseCategory=Content-Based, Ratio=02026.01 | 86.6 | 84.1 | |
| L-DefenseCategory=Content-Based, Ratio=0.12026.01 | 86.6 | 84.1 | |
| L-DefenseCategory=Content-Based, Ratio=0.32026.01 | 86.6 | 84.1 | |
| MFANCategory=Propagation Enhanced, Ratio=0.32026.01 | 86.4 | 88.1 | |
| BiGCNCategory=Propagation Enhanced, Ratio=0.32026.01 | 84.1 | 83.6 | |
| GACLCategory=Propagation Enhanced, Ratio=0.32026.01 | 83.6 | 84.2 | |
| BiGCNCategory=Propagation Enhanced, Ratio=0.12026.01 | 82.4 | 82.2 | |
| UPFDCategory=Propagation Enhanced, Ratio=0.12026.01 | 82.4 | 85.8 | |
| MFANCategory=Propagation Enhanced, Ratio=0.12026.01 | 82.4 | 86.5 | |
| UDGCNCategory=Propagation Enhanced, Ratio=0.32026.01 | 81.4 | 82.3 | |
| GACLCategory=Propagation Enhanced, Ratio=0.12026.01 | 81 | 82.8 | |
| BERTCategory=Content-Based, Ratio=02026.01 | 80.4 | 81.6 | |
| BERTCategory=Content-Based, Ratio=0.12026.01 | 80.4 | 81.6 | |
| BERTCategory=Content-Based, Ratio=0.32026.01 | 80.4 | 81.6 | |
| UDGCNCategory=Propagation Enhanced, Ratio=0.12026.01 | 79.1 | 79.4 |