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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 |
|---|---|---|---|---|---|
| Node Classification | Cora (full-supervised) | 36 | Jun 11, 2026 | ||
| Graph Classification | DrugOOD Ki-Sca (Scaffold-based OOD shift) | 36 | Feb 26, 2026 | ||
| Graph Classification | DrugOOD EC50 (Scaffold-based OOD shift) | 36 | Feb 26, 2026 | ||
| Anomaly Detection | ADGym | 36 | Feb 26, 2026 | ||
| Selective Unlearning | Lacuna-10 (test) | 36 | Feb 26, 2026 | ||
| Anomaly Detection |
|---|
| MVTec LOCO |
| 36 |
| Jun 30, 2026 |
| Episodic multi-task classification | DomainNet meta (test) | 36 | Feb 26, 2026 |
|---|
| Episodic multi-task classification | Office-Home meta (test) | 36 | Feb 26, 2026 |
|---|
| Multi-hop Question Answering | 2WikiMultiHopQA (dev) | 36 | Jun 30, 2026 |
|---|
| Image Classification | SVHN (test) | 36 | Feb 26, 2026 |
|---|
| Age Estimation | UTKFace (test) | 36 | Feb 26, 2026 |
|---|
| Person Re-Identification | LTCC | 36 | Jun 2, 2026 |
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| OOD Detection | CIFAR-100 ID Average (OOD) | 36 | Feb 26, 2026 |
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| Object Detection | DIOR (test) | 36 | May 26, 2026 |
|---|
| Semantic Segmentation | KITTI-360 (val) | 36 | Feb 26, 2026 |
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| Image Classification | CIFAR-100 IDN | 36 | Feb 26, 2026 |
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| Image Classification | CIFAR-10 IDN | 36 | Feb 26, 2026 |
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| Segmentation | Duke (5-fold cross-validation) | 36 | Feb 26, 2026 |
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| Image Classification | EMNIST-L (test) | 36 | Feb 26, 2026 |
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| Lung nodule malignancy prediction | NLST (test) | 36 | Mar 18, 2026 |
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| Named Entity Recognition | MIT Movie (target) | 36 | Feb 26, 2026 |
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| Factual Consistency Evaluation | SummEval | 36 | Feb 26, 2026 |
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| Object Detection | Gen1 (test) | 36 | Jun 17, 2026 |
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| Human Evaluation | ESConv | 36 | Apr 3, 2026 |
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| Topic Classification | Yahoo (test) | 36 | Feb 26, 2026 |
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