Multi-modal Misinformation Detection on MDSM Wash. domain
88.88AccuracyREFORM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| REFORMSetting=Tr. on Guardian2026.03 | 88.88 | 56.19 | 51.47 | |
| AMDSetting=Tr. on Guardian2026.03 | 86.64 | 54.07 | 53.27 | |
| AMDSetting=Tr. on NYT2026.03 | 82.64 | 69.41 | 56.66 | |
| REFORMSetting=Tr. on NYT2026.03 | 81 | 69.7 | 57.5 | |
| FKA-OwlSetting=Tr. on Guardian2026.03 | 78.88 | 51.62 | 50.88 | |
| ViLTSetting=Tr. on Guardian2026.03 | 78.61 | 47.17 | 38.13 | |
| HAMMER++Setting=Tr. on Guardian2026.03 | 76.3 | 49.56 | 48.91 | |
| FKA-OwlSetting=Tr. on NYT2026.03 | 75.49 | 50.83 | 43.53 | |
| HAMMERSetting=Tr. on Guardian2026.03 | 75.11 | 50.34 | 46.36 | |
| HAMMERSetting=Tr. on NYT2026.03 | 68.5 | 41.47 | 13.92 | |
| HAMMER++Setting=Tr. on NYT2026.03 | 66.28 | 37.97 | 10.88 | |
| ViLTSetting=Tr. on NYT2026.03 | 65.71 | 36.23 | 17.56 |