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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 |
|---|---|---|---|---|---|
| Sign Language Recognition | Phoenix 2014 (dev) | 32 | Feb 26, 2026 | ||
| Anomaly Detection | BUSI (test) | 32 | Feb 26, 2026 | ||
| Human Preference Evaluation | HPD v2 (test) | 32 | May 26, 2026 | ||
| Human Preference Evaluation | ImageReward (test) | 32 | May 26, 2026 | ||
| 3D Object Classification | ModelNet40 (test) |
| 32 |
| May 22, 2026 |
| Sequential Recommendation | Books Amazon (test) | 32 | Jul 7, 2026 |
|---|
| Unsupervised Constituency Parsing | SUSANNE (test) | 32 | Feb 26, 2026 |
|---|
| Reading Comprehension | SciQ | 32 | Apr 10, 2026 |
|---|
| Cross-modal Retrieval | RSICD (test) | 32 | Feb 26, 2026 |
|---|
| Class-Incremental Learning | ImageNet-R 20 tasks | 32 | May 28, 2026 |
|---|
| Math Reasoning | MathBench EN | 32 | Mar 25, 2026 |
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| Gait Recognition | CCPG | 32 | Mar 5, 2026 |
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| Scene Reconstruction | nuScenes | 32 | May 13, 2026 |
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| Multivariate Forecasting | PEMS07 (test) | 32 | Feb 26, 2026 |
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| Nighttime Image Dehazing | NHCD | 32 | Feb 26, 2026 |
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| Nighttime Image Dehazing | NHCM | 32 | Feb 26, 2026 |
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| Nighttime Image Dehazing | NHCL | 32 | Feb 26, 2026 |
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| Nighttime Image Dehazing | NHM | 32 | Feb 26, 2026 |
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| Nighttime Image Dehazing | UNREAL-NH | 32 | Feb 26, 2026 |
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| Aspect Sentiment Classification | Restaurant SemEval 2015 (test) | 32 | Feb 27, 2026 |
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| Multi-modal Evaluation | MME (test) | 32 | Feb 26, 2026 |
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| Scene Classification | RESISC-45 (test) | 32 | Apr 23, 2026 |
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| Non-Reference Image Quality Assessment | LIVEC (test) | 32 | Feb 26, 2026 |
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| No-Reference Image Quality Assessment | LIVEC (test) | 32 | Feb 26, 2026 |
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| Face Restoration | CelebA (test) | 32 | May 15, 2026 |
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