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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 |
|---|---|---|---|---|---|
| Video Classification | UCF101 (3-split average) | 41 | Feb 26, 2026 | ||
| 6-way question classification | TREC 6-class (test) | 41 | May 1, 2026 | ||
| Graph Classification | IMDB-MULTI (test) | 41 | May 15, 2026 | ||
| OOD Detection | CIFAR-100 vs ISUN (test) | 41 | May 21, 2026 | ||
| Traveling Salesperson Problem | TSP N=500 Generalization (128 instances) |
| 41 |
| May 11, 2026 |
| Linear Best Arm Identification | Synthetic Linear Bandit c=3 | 41 | Feb 26, 2026 |
|---|
| Knowledge Graph Completion | FB15K (test) | 41 | Feb 26, 2026 |
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| 3D Human Pose and Shape Estimation | AGORA (test) | 41 | Feb 26, 2026 |
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| Face Anti-Spoofing | CASIA-FASD OMI → C | 41 | Feb 26, 2026 |
|---|
| Multi-image Understanding | MuirBench | 41 | May 1, 2026 |
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| Drivable Area Segmentation | BDD100K v1.0 (test) | 41 | Feb 26, 2026 |
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| Fine-grained classification | Oxford Flowers 102 | 41 | May 13, 2026 |
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| Class-incremental learning | Split CIFAR-100 (10-task) | 41 | Feb 26, 2026 |
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| Survival Prediction | TCGA (test) | 41 | May 21, 2026 |
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| Advanced Mathematical Problem Solving | MATH | 41 | Feb 26, 2026 |
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| Time Series Imputation | Weather | 40 | Jul 9, 2026 |
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| Building IoT forecasting | BTS-C (test) | 40 | Jul 8, 2026 |
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| Building IoT forecasting | BTS-B (test) | 40 | Jul 8, 2026 |
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| Building IoT forecasting | LBNL59 (test) | 40 | Jul 8, 2026 |
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| Image Retrieval | Food2K | 40 | Jul 8, 2026 |
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| Image Retrieval | ISIA Food-500 | 40 | Jul 8, 2026 |
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| Image Retrieval | VegFru | 40 | Jul 8, 2026 |
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| Image Retrieval | UEC Food-256 | 40 | Jul 8, 2026 |
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| Image Retrieval | Vireo Food-172 | 40 | Jul 8, 2026 |
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| Helpfulness Evaluation | SHP | 40 | Jul 7, 2026 |
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