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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 |
|---|---|---|---|---|---|
| Image Classification | Tiny-ImageNet (test) | 859 | Jul 7, 2026 | ||
| Node Classification | Texas | 859 | Jun 30, 2026 | ||
| Instruction Following | IFEval | 854 | Jun 26, 2026 | ||
| Super-Resolution |
| Set5 |
| 854 |
| Jul 7, 2026 |
| Language Understanding | MMLU | 844 | May 12, 2026 |
|---|
| Object Detection | PASCAL VOC 2007 (test) | 844 | Mar 17, 2026 |
|---|
| Mathematical Reasoning | GSM8K (test) | 816 | May 8, 2026 |
|---|
| Node Classification | Squirrel | 815 | Jun 25, 2026 |
|---|
| Time Series Forecasting | ETTh2 | 796 | May 26, 2026 |
|---|
| Image Classification | CIFAR-100 (val) | 781 | Jun 18, 2026 |
|---|
| Action Recognition | NTU RGB+D 120 (X-set) | 779 | Jul 2, 2026 |
|---|
| Vision-Language Navigation | R2R-CE (val-unseen) | 779 | Jul 8, 2026 |
|---|
| Image Super-resolution | Set5 | 774 | May 26, 2026 |
|---|
| Language Modeling | WikiText-103 (test) | 773 | Jun 29, 2026 |
|---|
| Reasoning | BBH | 770 | Jun 29, 2026 |
|---|
| Image Classification | ImageNet V2 | 767 | Jul 9, 2026 |
|---|
| Commonsense Reasoning | PIQA | 757 | May 18, 2026 |
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| Instruction Following | AlpacaEval 2.0 | 752 | Jun 12, 2026 |
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| Multivariate Time-series Forecasting | ETTm1 | 742 | Jun 25, 2026 |
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| Language Modeling | WikiText | 740 | May 13, 2026 |
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| Physical Commonsense Reasoning | PIQA | 724 | Jun 24, 2026 |
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| Image Classification | ImageNet A | 723 | Jul 2, 2026 |
|---|
| Visual Question Answering | VQA v2 (test-dev) | 721 | Jun 19, 2026 |
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| Graph Classification | NCI1 | 707 | Jul 3, 2026 |
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| Image Classification | ImageNet 1k (val) | 706 | Feb 26, 2026 |
|---|