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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 |
|---|---|---|---|---|---|
| Image Classification | Aggregate of 9 benchmarks (CIFAR10, CIFAR100, EuroSAT, OxfordPet, Flowers102, Food101, SUN397, DTD, Caltech101) Few-shot | 35 | May 28, 2026 | ||
| Graph Anomaly Detection | YelpChi | 35 | May 28, 2026 | ||
| Graph Anomaly Detection | Amazon | 35 | May 28, 2026 | ||
| Commonsense Reasoning | Commonsense Reasoning Suite (ARC-c, BoolQ, PIQA, HellaSwag, WinoGrande) zero-shot | 35 | May 27, 2026 | ||
| Personalized generation | MemoryCD Books |
| 35 |
| May 27, 2026 |
| Bivariate scaling behavior extrapolation | Imagenet | 35 | May 27, 2026 |
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| Bivariate scaling behavior extrapolation | Cars | 35 | May 27, 2026 |
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| Bivariate scaling behavior extrapolation | Birds | 35 | May 27, 2026 |
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| Graph Anomaly Detection | Citeseer | 35 | May 26, 2026 |
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| Forecasting | ETTm2 | 35 | Jul 3, 2026 |
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| Image Restoration | Simulation Dataset | 35 | May 26, 2026 |
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| Image Denoising | W2S | 35 | Jun 23, 2026 |
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| Planning | Blocksworld (test) | 35 | Jul 7, 2026 |
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| Language Modeling | Shakespeare 1M params (val) | 35 | May 25, 2026 |
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| Question Answering | NQ Poison Attack (test) | 35 | May 25, 2026 |
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| 3D Reconstruction | 50-scene evaluation benchmark (CO3Dv2, DL3DV-10K, GTA-SfM, ScanNet++, TartanAir) v2 (held-out evaluation views) | 35 | May 22, 2026 |
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| Mathematical Reasoning | GSM8k | 35 | May 22, 2026 |
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| Composed Image Retrieval | Fashion-IQ Average | 35 | Jul 3, 2026 |
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| Task Classification | AWA Inc | 35 | May 21, 2026 |
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| Task Classification | CUB Inc | 35 | May 21, 2026 |
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| Task Classification | AWA | 35 | May 21, 2026 |
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| Aerodynamic Shape Optimization | ShapeBench All tasks | 35 | May 21, 2026 |
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| Infrared Small-Target Detection | SIRST 3 | 35 | May 21, 2026 |
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| Question Answering | NQ | 35 | May 20, 2026 |
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| Question Answering | SQuAD | 35 | May 20, 2026 |
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