Multi-modal Misinformation Detection on MDSM Guardian domain
95.63AccuracyREFORM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| REFORMSetting=Tr. on Guardian2026.03 | 95.63 | 82.33 | 88.85 | |
| FKA-OwlSetting=Tr. on Guardian2026.03 | 92.6 | 78.24 | 71.04 | |
| AMDSetting=Tr. on Guardian2026.03 | 91.43 | 80.85 | 85.09 | |
| ViLTSetting=Tr. on Guardian2026.03 | 85.29 | 67.34 | 41.8 | |
| HAMMER++Setting=Tr. on Guardian2026.03 | 80.95 | 59.92 | 64.67 | |
| REFORMSetting=Tr. on NYT2026.03 | 80.88 | 70.75 | 64.8 | |
| AMDSetting=Tr. on NYT2026.03 | 80.21 | 64 | 62.51 | |
| HAMMERSetting=Tr. on Guardian2026.03 | 78.5 | 52.4 | 51.53 | |
| FKA-OwlSetting=Tr. on NYT2026.03 | 77.2 | 46.88 | 43.67 | |
| ViLTSetting=Tr. on NYT2026.03 | 72.18 | 31.76 | 20.21 | |
| HAMMERSetting=Tr. on NYT2026.03 | 68.23 | 40.1 | 21.56 | |
| HAMMER++Setting=Tr. on NYT2026.03 | 66.99 | 38.07 | 17.34 |