| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Verifiability-Granular (test) | TokenShapley | Attribution Accuracy84.77 | 28 | 1mo ago | |
| Pascal | IntGrad | Avg Attribution F150 | 18 | 1mo ago | |
| OpenSurfaces | LIME | Avg Attribution F143 | 18 | 1mo ago | |
| QuoteSum (test) | TokenShapley | Accuracy92.51 | 18 | 1mo ago | |
| ALCE Average | C2-Cite++ | Avg. F153.2 | 15 | 25d ago | |
| QAMPARI | C-Enhanced | Precision37.3 | 15 | 25d ago | |
| ELI5 | C2-Cite++ | Precision55.8 | 15 | 25d ago | |
| ASQA | C2-Cite++ | Precision76.3 | 15 | 25d ago | |
| Unseen Datasets Average | GazeCLIP | Accuracy96.03 | 14 | 17d ago | |
| WildDeepfake | GazeCLIP | Accuracy99.68 | 14 | 17d ago | |
| DFDC | GazeCLIP | Accuracy94.88 | 14 | 17d ago | |
| Celeb-DF | GazeCLIP | Accuracy93.52 | 14 | 17d ago | |
| KV Retrieval (test) | ConCite | Accuracy1 | 9 | 1mo ago | |
| CLICONSUMMATION multimodal (163 samples) | IMG_RAW | Text F165.52 | 8 | 1mo ago | |
| MS-CXR | MATEX | Confidence Drop0.51 | 7 | 1mo ago | |
| CLICONSUMMATION text-only (256 samples) | Cite-While-You-Generate (Text) | Macro-F176.33 | 6 | 1mo ago |
