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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 |
|---|---|---|---|---|---|
| Pansharpening | GaoFen-2 (GF2) full-resolution | 39 | Feb 26, 2026 | ||
| Failure Detection | CIFAR100 vs. SVHN | 39 | Feb 26, 2026 | ||
| Out-of-Distribution Detection | CIFAR100 | 39 | Feb 26, 2026 | ||
| Failure Detection | CIFAR100 (test) | 39 | Feb 26, 2026 | ||
| Continual Learning | ImageNet-R | 39 | May 12, 2026 | ||
| Delta-presence Evaluation |
|---|
| protein real-world (train) |
| 39 |
| Feb 26, 2026 |
| DCR Evaluation | protein | 39 | Feb 26, 2026 |
|---|
| Molecular property prediction | MOLHIV | 39 | May 25, 2026 |
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| Survival Analysis | TCGA BLCA (test) | 39 | Jun 4, 2026 |
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| Document Understanding | DocVQA (test) | 39 | Feb 26, 2026 |
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| Time-series forecasting | Metr-la | 39 | Feb 26, 2026 |
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| Open-domain Question Answering | NQ (test) | 39 | May 29, 2026 |
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| Multi-image reasoning | Mantis (test) | 39 | Feb 26, 2026 |
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| Audio Deepfake Detection | ASVspoof 2021 | 39 | Apr 16, 2026 |
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| Monocular Depth Estimation | iBims-1 | 39 | Apr 23, 2026 |
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| Single-source sound localization | VGGSound single-source (test) | 39 | Apr 10, 2026 |
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| Membership Inference Attack | CIFAR100 | 39 | Apr 1, 2026 |
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| Summarization | Summarization | 39 | Apr 21, 2026 |
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| Shadow Removal | ISTD+ | 39 | Apr 21, 2026 |
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| Composed Image Retrieval (Image-Text to Image) | FashionIQ | 39 | May 26, 2026 |
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| Category-Agnostic Pose Estimation | MP-100 (Split 1) | 39 | May 14, 2026 |
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| Machine Translation | WMT En-Ro 2016 (test) | 39 | Feb 27, 2026 |
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| Object Detection | FSOD | 39 | Feb 26, 2026 |
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| Commonsense Reasoning | XStoryCloze | 39 | Apr 23, 2026 |
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| Robotic Manipulation | Franka-Kitchen | 39 | Apr 14, 2026 |
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