Reference-grounded News Verification on USA Today
97.25ACC (Classification)REVEAL-Top1
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| REVEAL-Top1Train Source=USA Today2026.05 | 97.25 | 87.41 | 82.5 | 93.13 | |
| REVEAL-Top1Train Source=Wash. Post2026.05 | 96.98 | 84.16 | 80.68 | 91.38 | |
| REVEAL-Top1Train Source=Guardian2026.05 | 95.92 | 85.58 | 80.72 | 91.79 | |
| REVEAL-Top1Train Source=BBC2026.05 | 93.91 | 72.42 | 78.41 | 90.82 | |
| ASAPTrain Source=USA Today2026.05 | 86.1 | 75.63 | 56.02 | 92.64 | |
| REVEAL-Top2Train Source=USA Today2026.05 | 84.42 | 79.14 | 68.14 | 92.16 | |
| REVEAL-Top2Train Source=Wash. Post2026.05 | 80.85 | 72.94 | 61.07 | 90.88 | |
| REVEAL-Top2Train Source=Guardian2026.05 | 80.72 | 73.75 | 81.63 | 82.18 | |
| REVEAL-Top2Train Source=BBC2026.05 | 79.53 | 59.65 | 63.1 | 80.72 | |
| ASAPTrain Source=Wash. Post2026.05 | 77.58 | 71.59 | 53 | 89.25 | |
| HAMMER++Train Source=USA Today2026.05 | 76.8 | 71.27 | 50.72 | 91.15 | |
| HAMMERTrain Source=USA Today2026.05 | 76.66 | 70.32 | 49.73 | 90.9 | |
| HAMMER++Train Source=Wash. Post2026.05 | 75.49 | 68.08 | 47.45 | 89.01 | |
| HAMMERTrain Source=Wash. Post2026.05 | 74.8 | 66.84 | 47.22 | 89.71 | |
| ASAPTrain Source=Guardian2026.05 | 69.45 | 65.17 | 40.82 | 87.73 | |
| ASAPTrain Source=BBC2026.05 | 68.94 | 51.58 | 44.81 | 67.58 | |
| HAMMERTrain Source=BBC2026.05 | 68.11 | 50.84 | 43.94 | 64.91 | |
| HAMMER++Train Source=BBC2026.05 | 67.65 | 50.33 | 43.01 | 64.16 | |
| HAMMERTrain Source=Guardian2026.05 | 66.04 | 59.76 | 36.17 | 87.62 | |
| HAMMER++Train Source=Guardian2026.05 | 65.99 | 62.23 | 36.42 | 87.16 |