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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 |
|---|---|---|---|---|---|
| Traffic Prediction | Los-loop | 65 | Feb 26, 2026 | ||
| Traffic Prediction | SZ-taxi | 65 | Feb 26, 2026 | ||
| Depth Estimation | ScanNet (test) | 65 | Feb 26, 2026 | ||
| Semantic Segmentation | CITYSCAPES 1/8 labeled samples 372 labels (val) | 65 | Feb 26, 2026 | ||
| Relation Extraction | GDA (test) |
| 65 |
| Feb 26, 2026 |
| Single Image Reflection Removal | Wild 55 images (test) | 65 | Jul 1, 2026 |
|---|
| Scene Text Detection | MSRA-TD500 (test) | 65 | Feb 26, 2026 |
|---|
| Facial Expression Recognition | AffectNet 8-way (test) | 65 | Feb 26, 2026 |
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| Multimodal Sentiment Analysis | CMU-MOSEI standard (test) | 65 | May 19, 2026 |
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| Image Classification | BigEarthNet (val) | 65 | Feb 26, 2026 |
|---|
| Node-level classification | 65 | Jun 23, 2026 |
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| Digit Classification | MNIST -> USPS (test) | 65 | Feb 27, 2026 |
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| Image Denoising | DND benchmark (test) | 65 | Feb 26, 2026 |
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| Person Re-Identification | CUHK03 Labeled (767/700) | 65 | Apr 7, 2026 |
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| 3D Object Detection | KITTI Cyclist (test) | 65 | Jun 24, 2026 |
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| Machine Translation | WMT14 En-De newstest2014 (test) | 65 | Feb 26, 2026 |
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| Word-level Language Modeling | WikiText-103 word-level (test) | 65 | Feb 26, 2026 |
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| Natural Language Inference | MultiNLI matched (test) | 65 | Feb 26, 2026 |
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| Video Interpolation | UCF-101 (test) | 65 | Feb 26, 2026 |
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| JPEG Image Deblocking | Classic5 | 65 | Feb 26, 2026 |
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| Individual Treatment Effect Estimation | IHDP (out-of-sample) | 65 | Jul 7, 2026 |
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| Multi-turn Response Selection | Ubuntu Corpus | 65 | Feb 26, 2026 |
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| Dialogue State Tracking | WOZ 2.0 (test) | 65 | Feb 26, 2026 |
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| Reinforcement Learning | LunarLanderContinuous v2 | 65 | May 11, 2026 |
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| Image Captioning Evaluation | Flickr8K-CF (test) | 65 | Feb 26, 2026 |
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