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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 |
|---|---|---|---|---|---|
| Open Domain Question Answering | Natural Questions (NQ) | 82 | May 14, 2026 | ||
| Visual Question Answering | OK-VQA v1.0 (test) | 82 | Jun 29, 2026 | ||
| kNN Classification | MNIST | 82 | Jun 29, 2026 | ||
| Few-shot classification | mini-ImageNet → CUB (test) | 82 | Apr 2, 2026 | ||
| Image Classification |
| CIFAR-100 Long-tailed (val) |
| 82 |
| Feb 26, 2026 |
| Image Classification | CIFAR-10 Long-tailed (val) | 82 | Feb 26, 2026 |
|---|
| Long-Tailed Image Classification | iNaturalist 2018 | 82 | Feb 26, 2026 |
|---|
| Panoptic Segmentation | Mapillary Vistas (val) | 82 | Feb 26, 2026 |
|---|
| Few-shot classification | Mini-ImageNet 1-shot 5-way (test) | 82 | Feb 26, 2026 |
|---|
| Face Alignment | AFLW 2000-3D 68 pts (test) | 82 | Feb 26, 2026 |
|---|
| Protein-Ligand Binding Affinity Prediction | PDBbind Sequence Identity (30%) 2017 | 82 | Jun 15, 2026 |
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| Recommendation | Yelp (test) | 82 | Apr 7, 2026 |
|---|
| Audio Captioning | Clotho | 82 | Jun 4, 2026 |
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| Visual Question Answering | VQAv2 (test) | 82 | Mar 31, 2026 |
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| Text Embedding | MTEB | 82 | Jun 8, 2026 |
|---|
| Science Question Answering | ARC | 82 | Jun 4, 2026 |
|---|
| Text-to-Image Retrieval | MS-COCO (test) | 82 | Apr 28, 2026 |
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| Face Alignment | 300W Fullset (test) | 82 | Feb 27, 2026 |
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| Video Prediction | Moving MNIST (test) | 82 | Feb 26, 2026 |
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| Real-time safety assessment | Jiaolong manned submersible dataset | 81 | Jul 9, 2026 |
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| DNA Sequence Reconstruction | Noisy-DNA | 81 | Jun 8, 2026 |
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| DNA Sequence Reconstruction | Microsoft dataset | 81 | Jun 8, 2026 |
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| Multi-modal Reasoning | MMVet | 81 | Jul 9, 2026 |
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| Image Classification | CIFAR-10-C continual temporal streams 1.0 (test) | 81 | May 20, 2026 |
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| Sepsis prediction | eICU Collaborative Research Database (test) | 81 | May 19, 2026 |
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