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SOTA2 Research · benchmarks
Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.
| Task | Dataset | Domain | Trend | Results | Last Update |
|---|---|---|---|---|---|
| Low-shot Image Classification | ImageNet 1k (val) | 40 | Feb 26, 2026 | ||
| Link Prediction | WordNet noun hierarchy (transitive closure) (test) | 40 | Feb 26, 2026 | ||
| Text Classification | DBpedia (test) | 40 | Jun 2, 2026 | ||
| Camera Localization | 7-Scenes Chess | 40 | Feb 26, 2026 | ||
| Video Object Segmentation | SegTrack v2 (test) | 40 | Feb 26, 2026 | ||
| 3D Human Pose and Mesh Recovery |
| Human3.6M |
| 40 |
| Feb 26, 2026 |
| Image Classification | MNIST | 40 | Feb 26, 2026 |
|---|
| Face Identification | MegaFace 1M distractors 1.0 (test) | 40 | Feb 26, 2026 |
|---|
| Semantic Role Labeling | CoNLL Brown 2005 (test) | 40 | Feb 26, 2026 |
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| Saliency Detection | DUT-OMRON | 40 | Feb 26, 2026 |
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| Single Image Super-Resolution | Urban100 scale 2 | 40 | Feb 26, 2026 |
|---|
| Image Classification | CIFAR-100 (test) | 40 | Feb 26, 2026 |
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| Question Answering | NewsQA (test) | 40 | Jun 12, 2026 |
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| Object Counting | PASCAL VOC Count 2007 (test) | 40 | Feb 26, 2026 |
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| Image Quality Assessment | TID 2008 | 40 | May 1, 2026 |
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| Sentence Classification | Stanford Sentiment Treebank (SST) fine-grained (test) | 40 | Feb 26, 2026 |
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| 3D Object Detection (Cars) | KITTI (test) | 40 | Feb 26, 2026 |
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| Sentiment Analysis | Yelp P. (test) | 40 | Feb 26, 2026 |
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| Molecule Property Prediction | HIV MoleculeNet (test) | 40 | Apr 23, 2026 |
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| Nuclei Detection | PanNuke averaged across three dataset splits | 40 | Mar 31, 2026 |
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| Accuracy of components | Hierarchical simulated dataset (test) | 40 | Feb 26, 2026 |
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| Reproducibility | Real fMRI dataset (split-sample) | 40 | Feb 26, 2026 |
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| Regression | Concrete UCI (test) | 40 | Jun 25, 2026 |
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| Image Classification | Tiny-ImageNet Dirichlet alpha=0.1 (test) | 40 | Jul 7, 2026 |
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| Depth Estimation | Cityscapes (test) | 40 | May 18, 2026 |
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