Fact Verification on MOCHEG (test)
90.5AccuracyBenign
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BenignSetting=Benign inputs2026.01 | 90.5 | 95.1 | 85.4 | 90 | — | |
| DECEIVE-AFCSetting=Adversarial claims2026.01 | 57.4 | 61.1 | 40.1 | 48.4 | 36.6 | |
| AMUFCEvidence=Retrieved2026.04 | 54.6 | — | — | 54 | — | |
| HGTMFCEvidence=Retrieved2026.04 | 48.6 | — | — | 46.8 | — | |
| MetaSumPerceiverEvidence=Retrieved2026.04 | 48.6 | — | — | — | — | |
| MOCHEGEvidence=Retrieved2026.04 | 45.6 | — | — | 43.8 | — | |
| LVLM4FVEvidence=Retrieved2026.04 | 45.1 | — | — | 45 | — |