| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| GIM | Comprehensiveness76 | 33 | 1d ago | ||
| SciFact | AttnLRP | Comprehensiveness74 | 33 | 1d ago | |
| Movie | GIM | Comprehensiveness83 | 33 | 1d ago | |
| HateXplain | AttnLRP | Comprehensiveness85 | 33 | 1d ago | |
| FEVER | AttnLRP | Comprehensiveness0.75 | 33 | 1d ago | |
| BoolQ | GIM | Comprehensiveness72 | 33 | 1d ago | |
| ImageNet (test) | SIG | GAP0.3104 | 30 | 14d ago | |
| ImageNet 1000 samples | FAMPE | Insertion Score57.44 | 28 | 23d ago | |
| Image data 224 x 224 | h-SHAP | Avg Execution Time (s)0.24 | 28 | 3mo ago | |
| ImageNet 1000 samples (val) | GuidedGradCam | Infidelity4.37 | 24 | 26d ago | |
| CUB | H-Sets | ROAD_AOPC0.65 | 24 | 1mo ago | |
| ImageNet | H-Sets | ROAD_AOPC38 | 24 | 1mo ago | |
| SST2 | Grad*Inp | LO-0.199 | 18 | 3mo ago | |
| IMDB (test) | Grad*Inp | LO-0.0892 | 18 | 3mo ago | |
| Rotten Tomatoes fine-tuned | Grad*Inp | LO-0.121 | 18 | 3mo ago | |
| IRIS | SHAP | INFD0.007 | 17 | 3mo ago | |
| MS-CXR text (test) | RISE | Conf. Drop (%)1.16 | 13 | 3mo ago | |
| Rotten Tomatoes | SHAP | INFD0 | 13 | 3mo ago | |
| CIFAR10 | SHAP | INFD0.003 | 13 | 3mo ago | |
| FMNIST | SHAP | INFD0 | 13 | 3mo ago | |
| MEPS | SHAP | INFD0 | 12 | 3mo ago | |
| Synthetic half-moons dataset with Gaussian noises (std dev 0.05-0.65) | Geodesic IG (kNN) | AUC-Purity0.531 | 10 | 3mo ago | |
| XAI-TRIS Scenario 4 - XOR | AGOP-Global | PG0.497 | 9 | 20d ago | |
| Pascal VOC (test) | Geodesic IG (SVI) | AUC-Comp0.27 | 8 | 3mo ago | |
| FashionMNIST | IG | Average Drop (AD)66.1 | 7 | 16d ago |