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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 |
|---|---|---|---|---|---|
| Long-context language understanding | LongBench-e | 93 | May 27, 2026 | ||
| Novel View Synthesis | ScanNet++ | 93 | Jul 1, 2026 | ||
| Anomaly Detection | BraTS | 93 | Jun 15, 2026 | ||
| Multivariate Time Series Anomaly Detection | SMAP | 93 | Jun 23, 2026 | ||
| Image Classification | Average of 11 datasets (ImageNet, Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101) Base-to-Novel Generalization |
| 93 |
| Jul 8, 2026 |
| Aspect Sentiment Quad Prediction | Rest16 | 93 | May 28, 2026 |
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| Aspect Sentiment Quad Prediction | Rest15 | 93 | May 28, 2026 |
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| Code Generation | MBPP Plus (test) | 93 | Jun 23, 2026 |
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| Near-OOD Detection | CIFAR-100 Near-OOD (test) | 93 | Apr 15, 2026 |
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| Material Segmentation | MCubeS (test) | 93 | Jun 30, 2026 |
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| Image Classification | CIFAR10 (test) | 93 | Feb 26, 2026 |
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| Molecular property prediction | BBBP | 93 | Jul 7, 2026 |
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| Clustering | CIFAR100 20 | 93 | Feb 26, 2026 |
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| Depth Estimation | SUN RGB-D (test) | 93 | Feb 26, 2026 |
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| Point Cloud Adversarial Attack | ShapeNetPart | 93 | May 12, 2026 |
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| Natural Language Inference | QNLI | 93 | Jun 4, 2026 |
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| Super-Resolution | ODI-SR (test) | 93 | Mar 4, 2026 |
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| Online Action Detection | THUMOS14 (test) | 93 | Mar 26, 2026 |
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| Edge Detection | NYUDv2 (test) | 93 | Feb 26, 2026 |
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| Dialogue Emotion Detection | EmoryNLP | 93 | Apr 21, 2026 |
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| Temporal Action Localization | THUMOS 2014 | 93 | Feb 27, 2026 |
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| Image Classification | Stylized-ImageNet | 93 | Jun 30, 2026 |
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| Image Manipulation Localization | NIST16 | 93 | Jun 11, 2026 |
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| Retinal vessel segmentation | DRIVE | 93 | Jun 23, 2026 |
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| Facial Landmark Detection | COFW (test) | 93 | Feb 26, 2026 |
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