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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 |
|---|---|---|---|---|---|
| Fine-Grained Visual Classification | FGVC Aircraft | 51 | May 13, 2026 | ||
| Forecasting | MIMIC-III (test) | 51 | May 25, 2026 | ||
| Multi-label image recognition | MS-COCO 2014 (val) | 51 | Feb 26, 2026 | ||
| Action Classification | HMDB51 |
| 51 |
| Feb 26, 2026 |
| Word Sense Disambiguation | SensEval-3 (test) | 51 | Feb 26, 2026 |
|---|
| Visual Object Tracking | VOT 2019 (test) | 51 | Feb 26, 2026 |
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| Entity Alignment | DWY100K DBP-YG | 51 | Feb 26, 2026 |
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| Activity Detection | MLB-YouTube (test) | 51 | Feb 26, 2026 |
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| Semantic Segmentation | Foggy Zurich (test) | 51 | Feb 26, 2026 |
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| Panoptic Segmentation | Cityscapes (test) | 51 | Feb 26, 2026 |
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| Machine Reading Comprehension | SQuAD 2.0 (test) | 51 | Feb 26, 2026 |
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| Object Localization | PASCAL VOC 2012 (trainval) | 51 | Feb 26, 2026 |
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| Visual Dialog Retrieval | VisDial v1.0 (test-standard) | 51 | Feb 26, 2026 |
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| Age Estimation | MORPH-II (test) | 51 | Feb 26, 2026 |
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| Fine-Grained Visual Categorization | Stanford Dogs | 51 | Feb 26, 2026 |
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| Automated Essay Scoring | ASAP 1.0 (test) | 51 | Feb 26, 2026 |
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| Visual Question Answering | FVQA (test) | 51 | Apr 23, 2026 |
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| Future Trajectory Prediction | SDD (Stanford Drone Dataset) (test) | 51 | Feb 26, 2026 |
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| Optical Flow | Middlebury (train) | 51 | Feb 26, 2026 |
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| Sequential Image Classification | MNIST Sequential (test) | 51 | May 11, 2026 |
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| Single Image Super-Resolution | Set5 x4 scale (test) | 51 | Feb 26, 2026 |
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| Part-of-Speech Tagging | WSJ (test) | 51 | Feb 26, 2026 |
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| Visual Question Answering | COCO-QA (test) | 51 | Mar 27, 2026 |
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| Image Classification | CIFAR-10 (train) | 51 | Jun 9, 2026 |
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| Conformal Prediction | CIFAR-100 (test) | 51 | Jun 8, 2026 |
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