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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 |
|---|---|---|---|---|---|
| Zero-shot Evaluation | 7 tasks zero-shot | 223 | Jun 25, 2026 | ||
| Image Classification | AID (test) | 223 | Mar 31, 2026 | ||
| Class-conditional Image Generation | ImageNet 256x256 (test) | 223 | Apr 23, 2026 | ||
| Unconditional Image Generation | CIFAR-10 (test) | 223 | Apr 7, 2026 | ||
| Object Detection | PASCAL VOC (Novel Set 1) |
| 223 |
| Feb 27, 2026 |
| Panoptic Segmentation | COCO (val) | 223 | May 14, 2026 |
|---|
| Image Classification | FGVC Aircraft | 223 | May 26, 2026 |
|---|
| Graph Classification | PROTEINS (10-fold cross-validation) | 223 | Jun 2, 2026 |
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| Semantic Segmentation | Pascal Context (test) | 223 | May 13, 2026 |
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| Multiple-choice Question Answering | MMLU | 222 | Jun 29, 2026 |
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| Adversarial Attack | ImageNet (val) | 222 | Feb 26, 2026 |
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| Video Understanding | VideoMME | 222 | May 19, 2026 |
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| Word Prediction | LAMBADA | 222 | Jun 24, 2026 |
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| Audio Captioning | AudioCaps (test) | 222 | Jun 5, 2026 |
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| Mathematical Reasoning | AMC | 221 | Mar 18, 2026 |
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| GUI Grounding | ScreenSpot Pro | 221 | Jun 30, 2026 |
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| Video-to-Text Retrieval | MSR-VTT | 221 | May 28, 2026 |
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| Image Classification | Oxford Flowers-102 (test) | 221 | Jun 30, 2026 |
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| Mathematical Reasoning | GSM8K | 220 | Jun 17, 2026 |
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| Multimodal Reasoning | MMMU | 220 | Jul 3, 2026 |
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| Monocular Depth Estimation | KITTI | 220 | May 21, 2026 |
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| Image Clustering | ImageNet-10 | 220 | May 14, 2026 |
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| Super-resolution | Urban100 (test) | 220 | Apr 15, 2026 |
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| Image Super-resolution | BSD100 (test) | 220 | Jul 7, 2026 |
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| Sentiment Classification | SST-2 | 220 | Jul 1, 2026 |
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