| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Politifact | DEBERTA | Accuracy96.9 | 67 | 11d ago | |
| FAKE NEWS | MC2MARK | Accuracy100 | 66 | 1mo ago | |
| Gossipcop | AMPEND | Accuracy92.68 | 62 | 11d ago | |
| AVOID | Accuracy93.6 | 32 | 1mo ago | ||
| LIAR (test) | BERT | Accuracy65.2 | 21 | 3d ago | |
| GossipCop (test) | DCCF | Accuracy90.4 | 20 | 1mo ago | |
| ANTiVax | Hyphen-hyperbolic | Precision95.1 | 19 | 1mo ago | |
| Weibo21 | DIVER | Accuracy97.7 | 17 | 1mo ago | |
| FakeTT | MAGIC3+VLM (ours) | Accuracy89.52 | 15 | 1mo ago | |
| FakeSV | MAGIC3+VLM (ours) | Accuracy90.93 | 15 | 1mo ago | |
| Constraint | TELLER w/ Intervention | Accuracy87.78 | 15 | 1mo ago | |
| LIAR (val) | Hybrid CNN | Accuracy27.7 | 13 | 1mo ago | |
| Weibo-21 (test) | DCCF | Accuracy95.7 | 12 | 1mo ago | |
| Weibo (test) | DCCF | Accuracy95.1 | 12 | 1mo ago | |
| VLFPN (test) | LIFE | Accuracy89 | 11 | 25d ago | |
| GossipCop++ (test) | LIFE | Accuracy93.7 | 11 | 25d ago | |
| PolitiFact++ (test) | LIFE | Accuracy90 | 11 | 25d ago | |
| Politifact UPFD 1.0 (test) | HGFND | Accuracy0.9111 | 11 | 1mo ago | |
| AdvFake-News-Please (test) | RADAR | ROC AUC0.8698 | 10 | 1mo ago | |
| Gossipcop UPFD 1.0 (test) | HGFND | Accuracy97.46 | 10 | 1mo ago | |
| MMCoVaR (test) | AMPEND-LS | Accuracy96.46 | 8 | 1mo ago | |
| PolitiFact CG -> P | TELLER | Accuracy82.82 | 8 | 1mo ago | |
| Constraint GP -> C | TELLER | Accuracy85.09 | 8 | 1mo ago | |
| GossipCop CP -> G | TELLER | Accuracy70.93 | 8 | 1mo ago | |
| GenFake LLaMA2-7B generated (test) | LIFE | Accuracy94.8 | 7 | 25d ago |
