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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 |
|---|---|---|---|---|---|
| Classification | German | 58 | May 20, 2026 | ||
| Action Classification | Smarthome (cross-subject) | 58 | Feb 26, 2026 | ||
| Named Entity Recognition | ACE 2005 (test) | 58 | Feb 26, 2026 | ||
| Instance Segmentation | LVIS 0.5 (val) | 58 | Feb 26, 2026 | ||
| Instance Segmentation | ScanNetV2 (val) |
| 58 |
| Feb 27, 2026 |
| Salient Object Detection | FBMS (test) | 58 | Feb 26, 2026 |
|---|
| Machine Translation | WMT 2016 (test) | 58 | Feb 27, 2026 |
|---|
| Place Recognition | Oxford RobotCar | 58 | Mar 4, 2026 |
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| Semantic Segmentation | Dark Zurich (test) | 58 | Feb 26, 2026 |
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| Abstractive Summarization | Gigaword (test) | 58 | Feb 26, 2026 |
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| Node-level classification | Flickr | 58 | Feb 26, 2026 |
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| Person Re-identification | Partial-REID | 58 | Feb 26, 2026 |
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| 3D Human Pose Estimation | Human3.6M v1 (test) | 58 | Feb 26, 2026 |
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| Image Retrieval | Fashion200k (test) | 58 | Apr 2, 2026 |
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| Trajectory Prediction | ZARA1 v1.0 (test) | 58 | Feb 26, 2026 |
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| Digit Classification | USPS → MNIST target (test) | 58 | Feb 27, 2026 |
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| Machine Translation | WMT16 English-German (test) | 58 | Feb 27, 2026 |
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| Visual Dialog | VisDial v0.9 (test) | 58 | Feb 26, 2026 |
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| Image Classification | ImageNet (test val) | 58 | Feb 26, 2026 |
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| Action Classification | HMDB51 (split1) | 58 | Feb 26, 2026 |
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| Image Classification | ImageNet ILSVRC 2012 (val) | 58 | Feb 26, 2026 |
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| Image Classification | MNIST (val) | 58 | May 20, 2026 |
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| Image Classification | ImageNet 1k (train) | 58 | Jun 2, 2026 |
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| Maximum Independent Set | ER [700-800] | 58 | Jun 1, 2026 |
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| Speech Separation | WHAM! (test) | 58 | Feb 26, 2026 |
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