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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 |
|---|---|---|---|---|---|
| Mathematical Reasoning | Gaokao | 51 | Feb 26, 2026 | ||
| Knowledge-intensive Reasoning | Musique | 51 | Jun 11, 2026 | ||
| Mathematical Reasoning | Math10K | 51 | Jun 2, 2026 | ||
| Preference Prediction | PRISM (test) | 51 | Feb 26, 2026 | ||
| Multi-modal Vision-Language Understanding | GQA | 51 | May 20, 2026 | ||
| Information Retrieval |
|---|
| SciFact |
| 51 |
| Apr 20, 2026 |
| LLM Alignment Evaluation | AlpacaEval 2.0 (test) | 51 | Feb 26, 2026 |
|---|
| Person Re-identification | AG-ReID W -> A v2 | 51 | May 19, 2026 |
|---|
| Semantic Segmentation | PASCAL VOC with background category VOC21 2012 | 51 | Apr 29, 2026 |
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| Multimodal Understanding | SEED | 51 | Jun 26, 2026 |
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| Graph Anomaly Detection | Reddit (test) | 51 | May 27, 2026 |
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| Graph Anomaly Detection | Weibo (test) | 51 | May 27, 2026 |
|---|
| Video Referring Segmentation | ReVOS Referring | 51 | May 26, 2026 |
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| Image Classification | CIFAR10 (val) | 51 | May 27, 2026 |
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| Human Activity Recognition | Opportunity | 51 | Jul 7, 2026 |
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| Human Preference Prediction | Chatbot Arena latest (test) | 51 | Feb 26, 2026 |
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| Video Understanding | Video-MME (test) | 51 | Apr 3, 2026 |
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| Continuous Control | MuJoCo Walker2d v4 | 51 | Jul 7, 2026 |
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| Semantic Segmentation | ADE20K 150 semantic categories (val) | 51 | May 13, 2026 |
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| Mathematical Reasoning | CN Middle School 24 | 51 | Apr 16, 2026 |
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| Image Classification | SVHN (test) | 51 | Feb 27, 2026 |
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| Multivariate Time Series Forecasting | ETTm2 (test) | 51 | Mar 13, 2026 |
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| Multi-lingual retrieval | MIRACL (dev) | 51 | Apr 24, 2026 |
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| DAG Learning | Synthetic DAGs (100 nodes, 400 edges) v1 | 51 | Feb 26, 2026 |
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| Multivariate long-term forecasting | ETTh1 T=720 (test) | 51 | Feb 26, 2026 |
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