| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CAA (test) | AIC75.18 | 12 | 3mo ago | ||
| RepE (test) | HARM100 | 6 | 3mo ago | ||
| Open Images hierarchy depth 5 | SPARC | Mean Jaccard Similarity0.8018 | 5 | 2mo ago | |
| CelebA | CEM | Concept Alignment Score79.47 | 5 | 3mo ago | |
| CUB | CEM | Concept Alignment Score86.14 | 5 | 3mo ago | |
| Dot | CEM | Concept Alignment Score95.98 | 5 | 3mo ago | |
| Trigonometry | Fuzzy-CBM | Concept Alignment Score97.84 | 5 | 3mo ago | |
| XOR | Fuzzy-CBM | Concept Alignment Score99.92 | 5 | 3mo ago | |
| CelebA | DinoV2 | MSE0.22 | 3 | 2mo ago | |
| DTD | DinoV2 | Mean Squared Error (MSE)0.26 | 3 | 2mo ago | |
| ImageNet | DinoV2 | Mean Squared Error (MSE)0.19 | 3 | 2mo ago |
