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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 |
|---|---|---|---|---|---|
| Multiple Choice Question Answering | HellaSwag | 212 | Jul 7, 2026 | ||
| Multi-discipline Multimodal Understanding | MMMU (val) | 212 | Apr 27, 2026 | ||
| Multivariate long-term series forecasting | ETTm2 (test) | 212 | Jun 26, 2026 | ||
| Semantic Segmentation | SemanticKITTI (val) |
| 212 |
| Jun 1, 2026 |
| Novel View Synthesis | RealEstate10K | 212 | Jul 1, 2026 |
|---|
| Semantic Segmentation | SUN RGB-D (test) | 212 | Apr 14, 2026 |
|---|
| Document Parsing | OmniDocBench v1.5 | 211 | Jun 23, 2026 |
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| Infrared Small Target Detection | IRSTD-1K | 211 | Jun 23, 2026 |
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| Code Generation | MBPP | 211 | May 22, 2026 |
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| Multimodal Understanding | MMMU (val) | 211 | Jun 16, 2026 |
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| Image Classification | CIFAR-10 long-tailed (test) | 211 | May 19, 2026 |
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| Image Classification | Caltech-101 | 211 | Apr 29, 2026 |
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| Polyp Segmentation | CVC-ClinicDB (test) | 211 | Mar 17, 2026 |
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| Video Anomaly Detection | ShanghaiTech (test) | 211 | Mar 20, 2026 |
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| Text-to-Video Retrieval | MSR-VTT (1k-A) | 211 | Feb 27, 2026 |
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| Node Classification | IMDB | 211 | May 22, 2026 |
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| Single Image Super-Resolution | BSD100 | 211 | Feb 26, 2026 |
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| Time Series Forecasting | Traffic | 211 | May 25, 2026 |
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| Anomaly Localization | MVTec-AD (test) | 211 | Jun 16, 2026 |
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| Visual Question Answering | TextVQA | 210 | May 21, 2026 |
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| Mathematical Reasoning | TabMWP | 210 | Jun 11, 2026 |
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| Multimodal Sentiment Analysis | MOSEI | 210 | Jun 5, 2026 |
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| Scene Text Recognition | IC15 (test) | 210 | Feb 26, 2026 |
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| Image Classification | SVHN | 209 | Jun 4, 2026 |
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| Text-to-Video Generation | VBench | 209 | Jul 7, 2026 |
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