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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 |
|---|---|---|---|---|---|
| Joint Multiple Intent Detection and Slot Filling | MixSNIPS (test) | 57 | Feb 26, 2026 | ||
| Graph Classification | 57 | Feb 26, 2026 | |||
| Crowd Counting | JHU-CROWD++ (test) | 57 | Mar 18, 2026 | ||
| 3D Lane Detection | OpenLane (val) | 57 | Jul 1, 2026 | ||
| Graph property prediction | OGBG-CODE2 (test) |
| 57 |
| Feb 26, 2026 |
| Text-to-Video Retrieval | MSR-VTT 1k-A (test) | 57 | Feb 27, 2026 |
|---|
| Automatic Speech Recognition | WenetSpeech Net (test) | 57 | Mar 31, 2026 |
|---|
| Person Re-identification | LTCC CC | 57 | Feb 26, 2026 |
|---|
| Graph Regression | ZINC-12K | 57 | May 26, 2026 |
|---|
| Natural Language Inference | ANLI Round 1 | 57 | Feb 26, 2026 |
|---|
| Few-shot text classification | LAMA | 57 | Feb 26, 2026 |
|---|
| Monocular Depth Estimation | NYU Depth Eigen v2 (test) | 57 | Jul 8, 2026 |
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| Anomaly Detection | SDD | 57 | Feb 26, 2026 |
|---|
| Untargeted Adversarial Attack | ImageNet-1K (val) | 57 | Feb 26, 2026 |
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| Anomaly detection | LAG (test) | 57 | Mar 26, 2026 |
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| Link Prediction | ogbl-citation2 (test) | 57 | Feb 26, 2026 |
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| Semantic Textual Similarity | STS (Semantic Textual Similarity) 2012-2016 (test) | 57 | Feb 26, 2026 |
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| Image Classification | ImageNet 1k (val) | 57 | Feb 26, 2026 |
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| Image Dehazing | Haze4k (test) | 57 | Feb 26, 2026 |
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| Out-of-Distribution Detection | CIFAR100 (in) CIFAR10 (out) | 57 | Mar 26, 2026 |
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| Gaussian Image Denoising | CBSD68 | 57 | Mar 11, 2026 |
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| Referring Expression Comprehension | RefCOCOg (val-u) | 57 | Feb 26, 2026 |
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| Brain Tumor Segmentation | BraTS 2018 (test) | 57 | Jun 30, 2026 |
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| Word similarity | WS-353 | 57 | Jul 8, 2026 |
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| End-to-End Task-Oriented Dialogue | MultiWOZ 2.1 (test) | 57 | Mar 11, 2026 |
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