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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 |
|---|---|---|---|---|---|
| Articulated Object Joint Estimation | PartNet-Mobility Simulated Dataset Seen Categories v0 (test) | 33 | Feb 26, 2026 | ||
| Lossless compression | ObjectFolder | 33 | Mar 4, 2026 | ||
| Lossless compression | TouchandGo | 33 | Mar 4, 2026 | ||
| Class-Incremental Learning | Sequential-MNIST | 33 | Feb 26, 2026 | ||
| Energy Efficiency Analysis | Neural Network Operations and Components Suite |
| 33 |
| Feb 26, 2026 |
| Medical Question Answering | MedicalQA | 33 | Feb 26, 2026 |
|---|
| Time Series Forecasting | ETTm2 10% train (test) | 33 | May 14, 2026 |
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| Image Classification | Vision Datasets 1.0 (test) | 33 | Feb 26, 2026 |
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| Toxicity Mitigation | ToxTET | 33 | Feb 26, 2026 |
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| Tabular Learning | TabReD | 33 | May 13, 2026 |
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| Offline Reinforcement Learning | OGBench antmaze-giant-navigate-singletask task1-v0 to task5-v0 | 33 | Apr 27, 2026 |
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| Cross-domain image retrieval | Office-Home A→R (test) | 33 | Feb 26, 2026 |
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| Cross-domain image retrieval | Office-Home R→C (test) | 33 | Feb 26, 2026 |
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| Cross-domain image retrieval | Office-Home R→P (test) | 33 | Feb 26, 2026 |
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| Node Classification | Arxiv Source: 1950-2009, Target: 2014-2016 | 33 | May 12, 2026 |
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| Offline Reinforcement Learning | scene-play OGBench 5 tasks v0 | 33 | May 12, 2026 |
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| Single-step retrosynthesis | USPTO-50K (test) | 33 | Jun 8, 2026 |
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| Node Classification | Film (fixed) | 33 | Feb 26, 2026 |
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| Outlier Detection | Optdigits | 33 | Jun 16, 2026 |
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| Outlier Detection | Thyroid | 33 | Feb 26, 2026 |
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| Outlier Detection | Mushroom2 | 33 | Feb 26, 2026 |
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| Intrusion Detection | UNSW-NB15 (test) | 33 | Jul 7, 2026 |
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| Language Understanding | MMLU-Redux | 33 | Jun 25, 2026 |
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| Question Answering | GPQA | 33 | Mar 31, 2026 |
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| Image Classification | CIFAR-10 (LQ-3 partition) | 33 | Feb 27, 2026 |
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