Fake News Detection on Politifact UPFD 1.0 (test)
0.9111AccuracyHGFND
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HGFNDfeature_encoding=BERT, hidden_dimension=128, batch_size=1282022.12 | 0.9111 | 0.9111 | |
| GTNfeature_encoding=BERT, structure=Graph Transformer Network2022.12 | 0.8167 | 0.8153 | |
| HGATfeature_encoding=BERT, graph_type=Heterogeneous2022.12 | 0.8153 | 0.8047 | |
| GCNFNfeature_encoding=word2vec, structure=Two-layer GCN2022.12 | 0.8063 | 0.8031 | |
| UPFD-SAGEfeature_encoding=BERT, gnn_module=SAGE2022.12 | 0.804 | 0.8013 | |
| UPFD-GCNfeature_encoding=BERT, gnn_module=GCN2022.12 | 0.8027 | 0.8016 | |
| HGNNfeature_encoding=word2vec, structure=Hypergraph2022.12 | 0.7996 | 0.7928 | |
| UPFD-GATfeature_encoding=BERT, gnn_module=GAT2022.12 | 0.7909 | 0.7895 | |
| TGNFfeature_encoding=BERT, structure=TGAT2022.12 | 0.7428 | 0.7409 | |
| BIGCNfeature_encoding=User profile attributes, structure=Top-down and bottom-up GCN2022.12 | 0.7416 | 0.7416 | |
| GNN-CLfeature_encoding=User profile attributes, pooling=DiffPool2022.12 | 0.6579 | 0.6502 |