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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 |
|---|---|---|---|---|---|
| Multimodal Understanding | MME Perception (test) | 31 | Apr 9, 2026 | ||
| Semantic Segmentation | ADE20K 847 categories (val) | 31 | Feb 26, 2026 | ||
| OOD Detection | Average | 31 | Apr 30, 2026 | ||
| Super-Resolution | AFHQ-Cat (test) | 31 | Jun 24, 2026 | ||
| Multivariate long-term forecasting | ETTm1 v1 (test) | 31 | Jun 26, 2026 | ||
| Noisy Label Learning |
| CIFAR-100 |
| 31 |
| Mar 4, 2026 |
| Noisy Label Learning | CIFAR-10 | 31 | Mar 4, 2026 |
|---|
| Classification | HELOC (test) | 31 | Jul 1, 2026 |
|---|
| Medical Image Classification | BT (Brain Tumor) (test) | 31 | Feb 26, 2026 |
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| Multimodal Understanding | MMStar | 31 | Mar 4, 2026 |
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| Natural Language Inference | CMNLI | 31 | Feb 26, 2026 |
|---|
| Few-shot Object Detection | COCO 2014 (novel) | 31 | Feb 26, 2026 |
|---|
| 3D Visual Question Answering | ScanQA | 31 | Jul 8, 2026 |
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| Visual Question Answering | InfoVQA | 31 | Mar 25, 2026 |
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| Discovering the causes of incorrect predictions | CUB-200 2011 (val) | 31 | May 20, 2026 |
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| Coding | MultiPL-E | 31 | May 26, 2026 |
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| Forecasting | Weather | 31 | Jun 2, 2026 |
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| 6DoF Head Pose Estimation | BIWI (test) | 31 | Feb 26, 2026 |
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| Multivariate Time Series Forecasting | ETTm1 standard (test) | 31 | May 11, 2026 |
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| Left Atrium Segmentation | LA database (test) | 31 | Apr 28, 2026 |
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| Monocular Depth Estimation | Cityscapes (test) | 31 | Jul 2, 2026 |
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| Multimodal Science Question Answering | ScienceQA v1.0 (test) | 31 | Feb 26, 2026 |
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| Image Classification | VisDA-C | 31 | Mar 5, 2026 |
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| Few-shot Semantic Segmentation | CD-FSS 5-shot 1.0 (test) | 31 | Jun 24, 2026 |
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| Novel View Synthesis | RobustNeRF Baby Yoda scene | 31 | May 14, 2026 |
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