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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 |
|---|---|---|---|---|---|
| Spatial-temporal Forecasting | Electricity (test) | 30 | Feb 26, 2026 | ||
| Backdoor Detection | SVHN | 30 | May 7, 2026 | ||
| Speech Emotion Recognition | MELD | 30 | Jun 18, 2026 | ||
| Open-set recognition | CIFAR10 6 closed, 4 open classes 1.0 | 30 | Jun 26, 2026 | ||
| Camera Pose Estimation | IMC | 30 | Jul 1, 2026 | ||
| Anomaly detection |
| PSM |
| 30 |
| Apr 8, 2026 |
| Anomaly Localization | MVTec3D | 30 | Apr 8, 2026 |
|---|
| LiDAR Semantic Segmentation | SemanticKITTI (train) | 30 | Feb 26, 2026 |
|---|
| Semantic Segmentation | COCO 1/128 925 labels | 30 | Feb 26, 2026 |
|---|
| Semantic Segmentation | COCO 463 labels (1/256) | 30 | Feb 26, 2026 |
|---|
| Semantic Segmentation | COCO 232 labels (1/512) | 30 | Feb 26, 2026 |
|---|
| Future Link Prediction | Synthetic Dataset w/ OOD | 30 | Feb 26, 2026 |
|---|
| Image Classification | CIFAR-10 Dirichlet partition (test) | 30 | Feb 26, 2026 |
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| Classification | warpPIE 10P | 30 | Jun 8, 2026 |
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| Classification | PCMAC | 30 | Jun 8, 2026 |
|---|
| Robust Classification | Tiny-ImageNet (test) | 30 | Feb 26, 2026 |
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| Robotic manipulation task code generation | Tabletop Manipulation simulator | 30 | Feb 26, 2026 |
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| Structure Learning | Exponential | 30 | Feb 27, 2026 |
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| Causal Discovery | Synthetic Exponential Noise | 30 | Feb 27, 2026 |
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| Camera Pose Estimation | BLEFF (test) | 30 | Feb 26, 2026 |
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| Novel View Synthesis | BLEFF (test) | 30 | Feb 26, 2026 |
|---|
| Offline Reinforcement Learning | D4RL HalfCheetah Med-Replay | 30 | Jun 4, 2026 |
|---|
| Image Classification | CIFAR100-C 1.0 (test) | 30 | Feb 26, 2026 |
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| 3D Object Detection | V2XSet (test) | 30 | Jul 3, 2026 |
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| Mathematical Reasoning | Mathematics out-of-domain (test) | 30 | Mar 4, 2026 |
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