| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| AfroScope-Data confusable (test) | Mirror-Serengeti | Macro F198 | 36 | 3mo ago | |
| Cifar100 (base) | PromptSRC + Alignment across Trees | LA85.58 | 18 | 5d ago | |
| SUN (base) | PromptSRC + Alignment across Trees | Leaf Accuracy (LA)83.4 | 18 | 5d ago | |
| FathomNet Weighted Overall 2025 (Weighted Public Private) | MATANet | Weighted Hierarchical Distance (WgtAvg)1.54 | 15 | 3mo ago | |
| FathomNet Private 2025 (test) | MATANet | Hierarchical Distance (HD)1.45 | 15 | 3mo ago | |
| FathomNet Public 2025 (test) | Hierarchical Distance (HD)1.44 | 15 | 3mo ago | ||
| iNaturalist-19 (test) | Hier-COS | Accuracy80.81 | 14 | 3mo ago | |
| SUN novel | PromptSRC + Alignment across Trees | LA Score78.72 | 12 | 5d ago | |
| CIFAR-100 (test) | Flamingo-I | Accuracy0.7787 | 12 | 3mo ago | |
| ImageNet (val) | UNCHA | TIE2.94 | 10 | 2mo ago | |
| Bugs (test) | H-CoMET | Accuracy76.61 | 8 | 13d ago | |
| Amazon (test) | H-CoMET | Accuracy89.85 | 8 | 13d ago | |
| WOS (test) | HBGL | Accuracy80.14 | 8 | 13d ago | |
| FiftyWords | LCPN+F | LE1.022 | 8 | 2mo ago | |
| Faces | LE Metric0.263 | 8 | 2mo ago | ||
| Yeast | LE Metric0.09 | 8 | 2mo ago | ||
| ProximalPhalanxTW | LE0.9 | 8 | 2mo ago | ||
| Glass | LCPN+F | LE1.007 | 8 | 2mo ago | |
| PlantCLEF 2015 | NCRSVP | Coverage (COV)100 | 7 | 1mo ago | |
| Caltech-256 | NCRSVP-3 | Coverage (COV.)100 | 7 | 1mo ago | |
| DBpedia | Coverage100 | 7 | 1mo ago | ||
| Caltech-101 | Coverage100 | 7 | 1mo ago | ||
| AMB | Coverage (COV)100 | 7 | 1mo ago | ||
| CIFAR-10 | NCRSVP | Coverage100 | 7 | 1mo ago | |
| FGVC-Aircraft (test) | Hier-COS | Accuracy0.8175 | 7 | 3mo ago |
