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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 |
|---|---|---|---|---|---|
| Relation Extraction | DocRED official (dev) | 38 | Feb 26, 2026 | ||
| Capacitated Vehicle Routing Problem | CVRP N=20 10,000 instances (test) | 38 | May 21, 2026 | ||
| Image Classification | MNIST (test) | 38 | Feb 26, 2026 | ||
| Saliency Detection | DUT-OMRON 29 (test) | 38 | Feb 26, 2026 | ||
| Speaker Verification | CNCeleb | 38 | Jul 7, 2026 | ||
| Offline Reinforcement Learning |
| D4RL Walker2D Expert |
| 38 |
| May 11, 2026 |
| General Robust Image Task (GRIT) multi-task evaluation | GRIT ablation set (same) | 38 | Feb 26, 2026 |
|---|
| Image Classification | PC-MNIST (test) | 38 | Feb 26, 2026 |
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| Image Classification | PC-MNIST (val) | 38 | Feb 26, 2026 |
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| Image Generation | ImageNet 1K (train) | 38 | Mar 9, 2026 |
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| Image Harmonization | iHarmony4 HCOCO | 38 | Feb 26, 2026 |
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| Depth Prediction | KITTI original ground truth (test) | 38 | Feb 26, 2026 |
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| Object Detection | PASCAL VOC 2007 (test) | 38 | Feb 27, 2026 |
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| No-Reference Image Quality Assessment | SPAQ (test) | 38 | Mar 25, 2026 |
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| Motion Forecasting | Argoverse 1.0 (val) | 38 | Mar 31, 2026 |
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| Point Cloud Quality Assessment | SJTU-PCQA | 38 | Feb 26, 2026 |
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| Video prediction | BAIR Robot Pushing | 38 | Feb 26, 2026 |
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| Semantic Segmentation | Cityscapes (val) | 38 | Feb 26, 2026 |
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| Code Summarization | CodeSearchNet-Java (CSN) CodeXGLUE (test) | 38 | Feb 26, 2026 |
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| Space-Time Video Super-Resolution | Adobe-Average (test) | 38 | Apr 21, 2026 |
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| LF Mislabeling Identification | IMDb | 38 | Feb 26, 2026 |
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| Few-shot Classification | tiered-ImageNet | 38 | Feb 26, 2026 |
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| Few-shot Action Recognition | SS Full meta v2 (test) | 38 | Feb 26, 2026 |
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| Audio-visual Zero-Shot Classification | VGGSound GZSL (test) | 38 | Feb 27, 2026 |
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| Test-time adaptation | 7 scenarios (ImageNet-C, ImageNet-V2, ImageNet-VID, LaSOT subset from TAO) (test) | 38 | Feb 26, 2026 |
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