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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 |
|---|---|---|---|---|---|
| Object Detection | PASCAL VOC Set 2 (novel) | 110 | Feb 26, 2026 | ||
| Video Panoptic Segmentation | Cityscapes-VPS (val) | 110 | Feb 26, 2026 | ||
| Multi-view 3D reconstruction | ShapeNet | 110 | Feb 26, 2026 | ||
| 3D Object Detection | KITTI Car (val) | 110 | Mar 11, 2026 | ||
| Temporal Action Localization | ActivityNet 1.2 (val) | 110 | Feb 27, 2026 | ||
| Action Recognition |
|---|
| Kinetics-400 1.0 (val) |
| 110 |
| Feb 26, 2026 |
| 3D semantic segmentation | ScanNet v2 (test) | 110 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet 1K Challenge (novel classes) | 110 | Feb 26, 2026 |
|---|
| Recommendation | Yelp 2018 (test) | 110 | May 12, 2026 |
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| Semantic Segmentation | Cityscapes 1.0 (val) | 110 | Feb 26, 2026 |
|---|
| Text-to-SQL | Spider 1.0 (test) | 110 | Jun 2, 2026 |
|---|
| Language Modeling | PTB (val) | 110 | Jun 5, 2026 |
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| Semantic Segmentation | CamVid | 110 | Jun 23, 2026 |
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| Image Generation | CelebA | 110 | Feb 26, 2026 |
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| Machine Translation | IWSLT German-to-English '14 (test) | 110 | Feb 26, 2026 |
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| Neural Architecture Search | NAS-Bench-201 CIFAR-10 (test) | 110 | May 19, 2026 |
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| Video Quality Assessment | YouTube-UGC | 110 | May 19, 2026 |
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| Image Classification | ImageNet-C level 5 | 110 | Jul 7, 2026 |
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| Multi-view Stereo | Tanks and Temples Intermediate set | 110 | Feb 26, 2026 |
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| Semantic Segmentation | FMB (test) | 110 | Jun 11, 2026 |
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| Uncertainty Estimation | TriviaQA (test) | 110 | Jun 1, 2026 |
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| Machine Translation | MT | 109 | Jun 18, 2026 |
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| Summarization | Summ | 109 | Jun 18, 2026 |
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| Question Answering | QA | 109 | Jun 18, 2026 |
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| Multivariate Time Series Forecasting | Electricity | 109 | Jun 5, 2026 |
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