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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 |
|---|---|---|---|---|---|
| Graph Classification | NCI1 N0→N2 | 60 | Jun 2, 2026 | ||
| Graph Classification | NCI1 N0→N1 | 60 | Jun 2, 2026 | ||
| Model Unlearning | TOFU Forget 5% 1.0 | 60 | May 19, 2026 | ||
| Sequential Recommendation | Amazon Toy (test) | 60 | Jul 7, 2026 | ||
| Super-Resolution | Urban bicubic downsampling (test) | 60 | Feb 26, 2026 | ||
| Super-Resolution |
| DIV2K bicubic downsampling (test) |
| 60 |
| Feb 26, 2026 |
| GUI Action Execution | GUI-EDA | 60 | Feb 26, 2026 |
|---|
| Class-conditional Image Generation | ImageNet-1K 256x256 1.0 (train) | 60 | Jun 29, 2026 |
|---|
| Alzheimer's disease diagnosis | ADNI | 60 | Jun 11, 2026 |
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| Medical Image Segmentation | PH2 (test) | 60 | Jun 2, 2026 |
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| Whole Tumor Segmentation | Pretreat-MetsToBrain-Masks | 60 | Jun 9, 2026 |
|---|
| Visual Question Answering | ScienceQA (SQA) | 60 | Jun 4, 2026 |
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| Image Generation | ImageNet 50K images (val) | 60 | Feb 26, 2026 |
|---|
| Synthetic Image Detection | ForenSynths (test) | 60 | May 22, 2026 |
|---|
| Video Hallucination Evaluation | VideoHallucer | 60 | Jun 11, 2026 |
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| Clustering | MNIST | 60 | Feb 26, 2026 |
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| HER2 biomarker prediction | NIHR BioResource | 60 | Feb 26, 2026 |
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| PR biomarker prediction | NIHR BioResource | 60 | Feb 26, 2026 |
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| ER biomarker prediction | NIHR BioResource | 60 | Feb 26, 2026 |
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| Selective Prediction | Stanford Cars | 60 | Feb 26, 2026 |
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| Selective Prediction | CIFAR-100 | 60 | Feb 26, 2026 |
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| Selective Prediction | ImageNet-100 | 60 | Feb 26, 2026 |
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| Ad Injection Attack Resistance Evaluation | Ad Injection | 60 | Feb 26, 2026 |
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| Over-Refusal Attack Resistance Evaluation | Over Refusal | 60 | Feb 26, 2026 |
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| Membership Inference Attack Defense | CIFAR100 (test) | 60 | Feb 26, 2026 |
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