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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 |
|---|---|---|---|---|---|
| Offline Reinforcement Learning | D4RL MuJoCo Walker2d medium-expert v2 | 31 | Mar 10, 2026 | ||
| Offline Reinforcement Learning | D4RL MuJoCo Hopper-m v2 (medium) | 31 | Mar 10, 2026 | ||
| Synthetic Regression | Synthetic GP Matérn-5/2 kernel Out-of-input-distribution | 31 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 | 31 | Feb 26, 2026 | ||
| Hyperparameter Optimization | JAHS-Bench CH (val) |
| 31 |
| Feb 26, 2026 |
| Classification | PIX10 | 31 | May 12, 2026 |
|---|
| Image-to-Text Retrieval | RSICD (val) | 31 | Apr 30, 2026 |
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| Text-to-Audio Retrieval | Clotho | 31 | May 27, 2026 |
|---|
| Mathematical Reasoning | CMath | 31 | May 27, 2026 |
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| Image Classification | ImageNet (val) | 31 | Feb 26, 2026 |
|---|
| Semantic Segmentation | GTA to {Cityscapes, BDD100K, Mapillary, ACDC, DarkZurich} (val) | 31 | Feb 26, 2026 |
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| Object Detection | VOC to Watercolor (target) | 31 | Feb 26, 2026 |
|---|
| SDR-to-HDR Conversion | HDRTV4K (test) | 31 | May 18, 2026 |
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| Point Tracking | TAP-Vid DAVIS (test) | 31 | Feb 26, 2026 |
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| Semantic Segmentation | Dark Zurich (val) | 31 | Mar 26, 2026 |
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| Face Image Quality Assessment | GFIQA-20k (test) | 31 | Feb 26, 2026 |
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| Visual Question Answering | VQA v2 (std) | 31 | Feb 26, 2026 |
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| Object Recognition | Caltech101 | 31 | Feb 26, 2026 |
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| Anomaly Detection | Fraud | 31 | May 6, 2026 |
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| Linguistic Acceptability | COLA | 31 | Feb 26, 2026 |
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| Paraphrase Evaluation | Quiz design dataset | 31 | Feb 26, 2026 |
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| 3D Object Detection | KITTI official (val) | 31 | Mar 31, 2026 |
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| 5-way 1-shot classification | ImageNet mini | 31 | Feb 26, 2026 |
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| Class Incremental Learning | Tiny-ImageNet 10 tasks | 31 | May 18, 2026 |
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| 3D Object Detection | Rope3D (val) | 31 | Feb 26, 2026 |
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