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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 |
|---|---|---|---|---|---|
| Visual Emotion Recognition | Twitter II | 34 | May 25, 2026 | ||
| Visual Emotion Recognition | Twitter I | 34 | May 25, 2026 | ||
| near-OOD detection | TinyImageNet | 34 | Apr 15, 2026 | ||
| far-OOD detection | TinyImageNet | 34 | Apr 15, 2026 | ||
| Node classification | MOOC | 34 | May 29, 2026 | ||
| Background SHAP | IEEE-CIS |
| 34 |
| Apr 14, 2026 |
| Far OOD detection | Texture | 34 | Apr 14, 2026 |
|---|
| Utility Judgment | GTI-NQ | 34 | Apr 14, 2026 |
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| Image Classification | Caltech101 | 34 | May 27, 2026 |
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| Audio Super-Resolution | VCTK In-domain | 34 | Apr 13, 2026 |
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| Jailbreaking Safety Evaluation | Fortress | 34 | Jul 1, 2026 |
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| Fairness Evaluation | CrowS-Pairs | 34 | Jul 7, 2026 |
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| Fairness Evaluation | UnQover | 34 | Jul 7, 2026 |
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| Influential Training Sample Identification | Magic Cards | 34 | Apr 10, 2026 |
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| Influential Training Sample Identification | Lego Sets (subset) | 34 | Apr 10, 2026 |
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| Influential Training Sample Identification | Flowers | 34 | Apr 10, 2026 |
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| Classification | Adult | 34 | Apr 10, 2026 |
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| Automatic Speech Recognition | ASR-ZH | 34 | Apr 10, 2026 |
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| Partial-label image classification | Flowers (test) | 34 | Apr 9, 2026 |
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| Partial-label image classification | Caltech (test) | 34 | Apr 9, 2026 |
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| Interval-change classification | MS-CXR-T | 34 | Jun 16, 2026 |
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| Action Recognition | UCF101 | 34 | May 8, 2026 |
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| Unsupervised Image Hashing | FLICKR25K | 34 | Apr 7, 2026 |
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| Unsupervised Image Hashing | CIFAR10 | 34 | Apr 7, 2026 |
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| Label shift estimation | MNIST Dirichlet shift alpha=1 (val) | 34 | Apr 3, 2026 |
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