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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 |
|---|---|---|---|---|---|
| Recommendation | CiteULike (test) | 40 | Mar 4, 2026 | ||
| Sequential Recommendation | CiteULike | 40 | Mar 4, 2026 | ||
| Gaussian deblur | FFHQ 256 x 256 | 40 | Jun 30, 2026 | ||
| Code-switching Ratio Calculation | Multilingual Query Set | 40 | Mar 4, 2026 | ||
| OOD detection | ISIC Colour Chart Artefacts, Synth Dissimilar | 40 | Feb 27, 2026 | ||
| ISIC Colour Chart Artefacts, Similar |
| 40 |
| Feb 27, 2026 |
| Sequential Recommendation | Amazon | 40 | Feb 27, 2026 |
|---|
| Point cloud reconstruction | DyCheck | 40 | Jun 30, 2026 |
|---|
| Classification | CIFAR-10 | 40 | Feb 27, 2026 |
|---|
| OOD detection | ISIC Colour Chart Artefacts Synth Similar | 40 | Feb 27, 2026 |
|---|
| OOD detection | ISIC Colour Chart Artefacts (Dissimilar) | 40 | Feb 27, 2026 |
|---|
| OOD detection | ISIC Ink Artefacts (Dissimilar) | 40 | Feb 27, 2026 |
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| Trajectory Planning | NAVSIM v1 (navtest) | 40 | Jun 24, 2026 |
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| Time series forecasting | TimeMMD Agriculture | 40 | Mar 25, 2026 |
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| Reasoning | CoT-Collection Scenario 1 | 40 | Feb 26, 2026 |
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| Stress forecasting | Garmin smartwatch physiological dataset | 40 | Feb 26, 2026 |
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| Time Series Forecasting | Hydro | 40 | Feb 26, 2026 |
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| Next Token Prediction | PubMed | 40 | Apr 10, 2026 |
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| Decentralized Training | SST-2, RTE, and BoolQ OPT-125m backbone | 40 | Feb 26, 2026 |
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| Language Modeling | WikiText-103 (dev) | 40 | Jun 29, 2026 |
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| 3D Object Detection | STF dense fog v1 (test) | 40 | Feb 26, 2026 |
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| Image Classification | CIFAR-10-C 1 (test) | 40 | Feb 26, 2026 |
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| Image Classification | CIFAR-10 standard (test) | 40 | Feb 26, 2026 |
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| Causal Discovery | Synthetic Temporal Sequences | 40 | Feb 26, 2026 |
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| Spiking Image Classification | NMNIST bT=1 (test) | 40 | Feb 26, 2026 |
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