Politifact
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Fake News Detection | Politifact | Accuracy96.9 | 106 | |
| Reasoning Quality Correlation Analysis | PolitiFact | Somers' D0.2895 | 45 | |
| Early Fake News Detection | PolitiFact-P | Accuracy90.8 | 24 | |
| Disinformation Detection | PolitiFact (test) | AUC0.6534 | 22 | |
| Misinformation Detection | PolitiFact | Accuracy96.43 | 21 | |
| Fact-Checking | PolitiFact | Accuracy72 | 16 | |
| Fake News Detection | PolitiFact++ (test) | Accuracy90 | 11 | |
| Fake News Detection | Politifact UPFD 1.0 (test) | Accuracy0.9111 | 11 | |
| Fake News Detection | PolitiFact (test) | Accuracy86.8 | 10 | |
| Fact Verification | POLITIFACT HIDDEN (test) | Accuracy83.6 | 10 | |
| Fake news detection | PolitiFact CG -> P | Accuracy82.82 | 8 | |
| Fake News Detection | Politifact (POL) | Accuracy84.62 | 7 | |
| Claim Verification | PolitiFact | Micro F157.2 | 6 | |
| Fake news detection | reformed PolitiFact neutral sentiment (test) | Accuracy87.77 | 5 | |
| Fake news detection | PolitiFact Adversarial (test) | Macro F178.44 | 4 | |
| Fake news detection | PolitiFact Original (test) | Macro F189.92 | 4 | |
| Binary classification | PolitiFact (test) | Acc (%)88.97 | 3 | |
| Explainability | Politifact | Kendall's Tau0.4983 | 3 | |
| Multimodal Fake News Detection | Politifact | Accuracy (%)94.2 | 2 |
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