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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 |
|---|---|---|---|---|---|
| Out-of-Distribution Detection | CIFAR-10 vs CIFAR-100 | 70 | Apr 13, 2026 | ||
| Graph classification | PTC FM | 70 | Apr 30, 2026 | ||
| In-hospital mortality prediction | MIMIC-III (test) | 70 | Jun 9, 2026 | ||
| Language Modeling | Penn Treebank (PTB) (val) | 70 | Feb 27, 2026 | ||
| Node-level classification | BlogCatalog | 70 | May 19, 2026 | ||
| Multi-turn Response Selection |
| E-commerce Dialogue Corpus (test) |
| 70 |
| Feb 26, 2026 |
| Summarization | PubMed | 70 | Feb 26, 2026 |
|---|
| Object Detection | Clipart1k (test) | 70 | Feb 27, 2026 |
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| Object Detection | ScanNet v2 (test) | 70 | Feb 26, 2026 |
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| Text Detection | MSRA-TD500 (test) | 70 | Feb 26, 2026 |
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| Visual Tracking | VOT 2016 (test) | 70 | Feb 26, 2026 |
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| Super-Resolution | Set14 x3 | 70 | May 19, 2026 |
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| Image Classification | CIFAR10 | 70 | Feb 26, 2026 |
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| Question Answering | SQuAD v1.1 (val) | 70 | Feb 26, 2026 |
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| Runtime analysis | Synthetic dataset c=2 | 70 | Feb 26, 2026 |
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| Surgical Phase Recognition | Cholec80 | 70 | Jul 1, 2026 |
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| 3D Object Classification | ModelNet40 few-shot | 70 | Mar 26, 2026 |
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| Few-Shot Semantic Segmentation | COCO-20i -> PASCAL-5i cross-dataset | 70 | Feb 26, 2026 |
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| Video Quality Enhancement | VVC sequences (test) | 69 | Jul 8, 2026 |
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| Elastic net regression | Synthetic Elastic net regression | 69 | Jun 5, 2026 |
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| Federated Few-shot Image Classification | CIFAR10, CIFAR100, EuroSAT, Tiny-ImageNet, OxfordPet, Flower102, Caltech101, Caltech256, Food101 Local classes | 69 | May 28, 2026 |
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| Long-term Time Series Forecasting | Solar | 69 | Jun 26, 2026 |
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| Image Classification | Food101 | 69 | May 26, 2026 |
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| End-to-End Defense in RAG | SciFact | 69 | May 27, 2026 |
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| End-to-End Defense in RAG | HotpotQA | 69 | May 27, 2026 |
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