Table 3.
Evaluation results for misinformation detection experiments performed on the test collection from the CoVaxLies dataset described in Section 3.3.
| Misinformation Detection | Micro | ||
|---|---|---|---|
| System | Precision | Recall | F1-Score |
| BM25-BC [3] | 42.9 | 63.7 | 51.2 |
| BERTScore(DA)-BC [3] | 25.9 | 32.9 | 29.0 |
| TMD-BC-LSTM | 47.6 | 64.8 | 54.9 |
| TMD-BC-BERT | 68.9 | 86.7 | 76.8 |
| TMD-GLP | |||
| + KNN | 80.2 | 82.2 | 81.2 |
| + TransE-All | 77.8 | 87.5 | 82.4 |
| + TransE-Prototypical | 77.0 | 85.7 | 81.1 |
| + TransD-All | 71.9 | 84.8 | 77.8 |
| + TransD-Prototypical | 68.8 | 88.3 | 77.4 |
| + TuckER-All | 64.0 | 83.8 | 72.6 |
| + TuckER-Prototypical | 61.5 | 85.4 | 71.5 |
| + TransMS-All | 82.9 | 85.4 | 84.1 |
| + TransMS-Prototypical | 82.4 | 86.4 | 84.3 |