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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 |
|---|---|---|---|---|---|
| Multimodal Understanding | MME | 150 | Jun 24, 2026 | ||
| Text-to-Image Generation | Pick-a-Pic | 150 | May 20, 2026 | ||
| Multivariate Time Series Forecasting | Electricity | 150 | Feb 26, 2026 | ||
| Text-to-Image Person Re-identification | CUHK-PEDES (test) |
| 150 |
| Feb 27, 2026 |
| Image Generation | ImageNet 64x64 resolution (test) | 150 | Feb 26, 2026 |
|---|
| Collaborative Human Motion Prediction | ExPI unseen action 1.0 | 150 | Feb 26, 2026 |
|---|
| Vision-Language Navigation | R2R (val seen) | 150 | May 25, 2026 |
|---|
| 5-way Few-shot Classification | miniImageNet | 150 | Feb 26, 2026 |
|---|
| Class-Incremental Learning | CIFAR-100 | 150 | May 22, 2026 |
|---|
| Model Calibration | CIFAR-100 | 150 | Jun 25, 2026 |
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| Scene Classification | Places 205 categories (test) | 150 | Feb 26, 2026 |
|---|
| Scene Text Detection | ICDAR 2015 (test) | 150 | Feb 26, 2026 |
|---|
| Question Classification | TREC (test) | 150 | Jun 30, 2026 |
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| Image Classification | Cifar100 | 150 | Jun 1, 2026 |
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| Short-term forecasting | M4 Monthly | 150 | Jun 4, 2026 |
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| Conditional Image Generation | ImageNet 64x64 | 149 | Jun 9, 2026 |
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| Language Modeling | Perplexity | 149 | Mar 20, 2026 |
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| Image Membership Inference Attack | VL-MIA Flickr (test) | 149 | May 19, 2026 |
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| Science Question Answering | ScienceQA SQA-I | 149 | Jul 1, 2026 |
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| Common-sense reasoning | ARC easy | 149 | Jul 7, 2026 |
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| Arithmetic Reasoning | AddSub | 149 | May 27, 2026 |
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| Image Classification | F-MNIST | 149 | Jun 23, 2026 |
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| Semantic Segmentation | PASCAL-5i | 149 | Jul 7, 2026 |
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| Cross-view Geo-localization | University-1652 Drone -> Satellite | 149 | Jun 2, 2026 |
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| Image Classification | ImageNet-1K 1 (val) | 149 | May 26, 2026 |
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