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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 |
|---|---|---|---|---|---|
| Class-incremental learning | CIFAR-100 (test) | 30 | May 20, 2026 | ||
| Single-class Unlearning | CIFAR-10 (test) | 30 | Jun 17, 2026 | ||
| Natural Language Understanding | Winogrande | 30 | May 19, 2026 | ||
| Computational Pathology Classification | CPTAC k=10 (test) | 30 | Feb 26, 2026 | ||
| Classification | CPTAC k=5 positive samples |
| 30 |
| Feb 26, 2026 |
| Image Classification | ImageNet-C | 30 | Mar 30, 2026 |
|---|
| Visual Relocalization | MapFree | 30 | Jul 7, 2026 |
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| Image Classification | CIFAR-10 Imbalance Factor 10 Long-Tailed (test) | 30 | Feb 26, 2026 |
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| Isolated Sign Language Recognition | WLASL 2000 | 30 | Jun 30, 2026 |
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| Subject-driven Generation | DreamBench | 30 | Jun 2, 2026 |
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| Medical Image Segmentation | TN3K (test) | 30 | Feb 26, 2026 |
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| No-Reference Image Quality Assessment | AGIQA-1K (test) | 30 | Mar 25, 2026 |
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| Referring Audio-Visual Segmentation | Ref-AVS | 30 | May 15, 2026 |
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| Image Classification | UCF-101 | 30 | May 18, 2026 |
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| LLM Unlearning | MMLU | 30 | Apr 16, 2026 |
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| Multimodal Question Answering | MMBench EN | 30 | Jul 3, 2026 |
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| Uncertainty Estimation | WebQA | 30 | Feb 26, 2026 |
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| Unconditional modeling | Funnel d = 10 | 30 | Apr 1, 2026 |
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| Unconditional modeling | 25GMM d = 2 | 30 | Feb 26, 2026 |
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| Node Classification | WebKB university split Concept shift | 30 | Feb 26, 2026 |
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| Node Classification | WebKB university split Covariate shift | 30 | Feb 26, 2026 |
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| Node Classification | Arxiv Covariate shift (degree split) | 30 | Feb 26, 2026 |
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| Locomotion | D4RL Hopper-medium | 30 | Mar 17, 2026 |
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| Novel-view synthesis | CTPelvic1K (002) | 30 | Feb 26, 2026 |
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| Novel-view synthesis | CTPelvic1K (001) | 30 | Feb 26, 2026 |
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