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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 |
|---|---|---|---|---|---|
| Language Modeling | WikiText2 (val) | 436 | Jun 9, 2026 | ||
| Image Classification | CIFAR-100 | 435 | Mar 12, 2026 | ||
| Link Prediction | FB15k-237 (test) | 435 | Jun 29, 2026 | ||
| Graph Classification | IMDB-M |
| 434 |
| Jun 15, 2026 |
| Multivariate long-term series forecasting | Weather | 434 | Jun 9, 2026 |
|---|
| Long-term Time Series Forecasting | Traffic | 433 | Jun 26, 2026 |
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| Action Recognition | UCF101 | 433 | Apr 24, 2026 |
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| Mathematical Reasoning | MATH (test) | 433 | Feb 26, 2026 |
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| Human Pose Estimation | COCO (test-dev) | 432 | Mar 10, 2026 |
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| Composed Image Retrieval | CIRCO (test) | 432 | Jul 7, 2026 |
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| Image Classification | ImageNet | 431 | Mar 13, 2026 |
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| Multimodal Capability Evaluation | MM-Vet | 429 | Jul 9, 2026 |
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| Image Classification | CIFAR-100 (test) | 429 | Jun 26, 2026 |
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| Time Series Forecasting | ETTm1 (test) | 427 | Jun 19, 2026 |
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| Image Classification | SUN397 | 425 | Feb 26, 2026 |
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| Node classification | Chameleon (test) | 425 | Jul 9, 2026 |
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| Semantic Textual Similarity | STS tasks (STS12, STS13, STS14, STS15, STS16, STS-B, SICK-R) various (test) | 425 | Jun 5, 2026 |
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| Image Super-Resolution | Urban100 | 424 | May 22, 2026 |
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| Instruction Following | AlpacaEval | 423 | Jul 9, 2026 |
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| Multi-discipline Multimodal Understanding | MMMU | 422 | Jul 8, 2026 |
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| Semantic Segmentation | COCO Stuff | 421 | Jun 23, 2026 |
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| Question Answering | ARC Easy | 420 | Jun 8, 2026 |
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| Image Denoising | BSD68 | 419 | May 7, 2026 |
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| Graph Classification | ENZYMES | 419 | Jun 30, 2026 |
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| Person Re-identification | Market-1501 (test) | 417 | May 4, 2026 |
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