Multi-modal Misinformation Detection on MDSM Average across domains
89.64AccuracyREFORM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| REFORMSetting=Tr. on Guardian2026.03 | 89.64 | 61.83 | 61.6 | |
| AMDSetting=Tr. on Guardian2026.03 | 88.18 | 60.25 | 61.02 | |
| REFORMSetting=Tr. on NYT2026.03 | 85.1 | 71 | 64.82 | |
| FKA-OwlSetting=Tr. on Guardian2026.03 | 84.12 | 58.13 | 52.2 | |
| AMDSetting=Tr. on NYT2026.03 | 83.96 | 69.39 | 63.56 | |
| FKA-OwlSetting=Tr. on NYT2026.03 | 81.6 | 56.77 | 46.23 | |
| ViLTSetting=Tr. on Guardian2026.03 | 76.61 | 49.9 | 35.67 | |
| HAMMER++Setting=Tr. on Guardian2026.03 | 75.1 | 49.01 | 48.49 | |
| HAMMERSetting=Tr. on Guardian2026.03 | 74.32 | 48.33 | 43.23 | |
| ViLTSetting=Tr. on NYT2026.03 | 73.17 | 40.96 | 20.27 | |
| HAMMERSetting=Tr. on NYT2026.03 | 70.96 | 44.16 | 23.34 | |
| HAMMER++Setting=Tr. on NYT2026.03 | 69.23 | 41.7 | 21.42 |