| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Politifact | DEBERTA | Accuracy96.9 | 100 | 15d ago | |
| Gossipcop | PSS-TL | Accuracy97.71 | 94 | 1mo ago | |
| FAKE NEWS | MC2MARK | Accuracy100 | 66 | 3mo ago | |
| RAMM | Accuracy96.1 | 37 | 1mo ago | ||
| LIAR (test) | BERT | Accuracy65.2 | 21 | 1mo ago | |
| GossipCop (test) | DCCF | Accuracy90.4 | 20 | 3mo ago | |
| ANTiVax | Hyphen-hyperbolic | Precision95.1 | 19 | 3mo ago | |
| Weibo21 | DIVER | Accuracy97.7 | 17 | 3mo ago | |
| FakeTT | MAGIC3+VLM (ours) | Accuracy89.52 | 15 | 2mo ago | |
| FakeSV | MAGIC3+VLM (ours) | Accuracy90.93 | 15 | 2mo ago | |
| Constraint | TELLER w/ Intervention | Accuracy87.78 | 15 | 3mo ago | |
| LIAR (val) | Hybrid CNN | Accuracy27.7 | 13 | 3mo ago | |
| Weibo-21 (test) | DCCF | Accuracy95.7 | 12 | 3mo ago | |
| Weibo (test) | DCCF | Accuracy95.1 | 12 | 3mo ago | |
| LIAR ambiguity-augmented | DisambiguSLM | Accuracy68.9 | 11 | 1mo ago | |
| VLFPN (test) | LIFE | Accuracy89 | 11 | 2mo ago | |
| GossipCop++ (test) | LIFE | Accuracy93.7 | 11 | 2mo ago | |
| PolitiFact++ (test) | LIFE | Accuracy90 | 11 | 2mo ago | |
| Politifact UPFD 1.0 (test) | HGFND | Accuracy0.9111 | 11 | 3mo ago | |
| AdvFake-News-Please (test) | RADAR | ROC AUC0.8698 | 10 | 3mo ago | |
| Gossipcop UPFD 1.0 (test) | HGFND | Accuracy97.46 | 10 | 3mo ago | |
| FakeRecogna 2.0 | Macro F1 Score98.43 | 9 | 1mo ago | ||
| Weibo 21 | RAMM | Science Domain Accuracy96.2 | 9 | 1mo ago | |
| RAMM | Performance (Science Domain)93.5 | 9 | 1mo ago | ||
| MMCoVaR (test) | AMPEND-LS | Accuracy96.46 | 8 | 3mo ago |
