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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 |
|---|---|---|---|---|---|
| Math Word Problem Solving | GSM8K official 1.3k set (test) | 53 | Feb 26, 2026 | ||
| Low-Light Image Enhancement | MEF | 53 | Jul 7, 2026 | ||
| Image Classification | ANIMAL-10N | 53 | Jun 5, 2026 | ||
| Novel View Synthesis | NeRF Synthetic (test) | 53 | Jun 30, 2026 | ||
| Sentiment Analysis | Financial Phrase Bank (test) |
| 53 |
| Jun 18, 2026 |
| OOD Detection | ImageNet OOD Average (iNaturalist, SUN, Places, Textures) | 53 | May 12, 2026 |
|---|
| Image Classification | ImageNet 1k (full) | 53 | Mar 13, 2026 |
|---|
| Autonomous Driving | CARLA Town05 (Long) | 53 | May 7, 2026 |
|---|
| Micro-expression Recognition | CASME II | 53 | Apr 10, 2026 |
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| Locomotion | D4RL halfcheetah-medium-expert | 53 | Mar 17, 2026 |
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| 3D Object Part Segmentation | ShapeNetPart | 53 | Mar 5, 2026 |
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| Gait Recognition | GREW | 53 | Apr 15, 2026 |
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| Anomaly Detection | MVTec-LOCO 1.0 (test) | 53 | Feb 26, 2026 |
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| Few-shot Semantic Segmentation | PASCAL-5^i 1-shot | 53 | Apr 8, 2026 |
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| Link Prediction | LastFM (transductive) | 53 | Jul 7, 2026 |
|---|
| Pixel-level 1-D image classification | Sequential MNIST (test) | 53 | Feb 26, 2026 |
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| Tumor Core Segmentation | BraTS 2018 | 53 | May 19, 2026 |
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| Abstractive dialogue summarization | SAMSum (test) | 53 | Feb 26, 2026 |
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| Image Quality Assessment | KonIQ (test) | 53 | Jun 16, 2026 |
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| Trajectory Prediction | UNIV | 53 | May 26, 2026 |
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| Classification | Tiny ImageNet 200 (test) | 53 | May 18, 2026 |
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| Optical Flow Estimation | KITTI-15 (test) | 53 | Feb 26, 2026 |
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| Depth Estimation | Matterport3D | 53 | Jun 11, 2026 |
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| Semantic Segmentation | Stanford2D3D Panoramic 1.0 (Fold-1) | 53 | Mar 9, 2026 |
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| Abductive Commonsense Reasoning | aNLI (test) | 53 | Mar 6, 2026 |
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