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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-Text Alignment Evaluation | nocaps out-of-domain (val) | 40 | May 1, 2026 | ||
| Untargeted Adversarial Attack | ImageNet | 40 | May 1, 2026 | ||
| Out-of-Distribution Detection | CIFAR-100 ID Near-OOD Average OpenOOD v1.5 | 40 | May 27, 2026 | ||
| Math | Minerva | 40 | May 28, 2026 | ||
| Question Selection and Generation | America in One Room: Democratic Reform (A1R) |
| 40 |
| Apr 28, 2026 |
| Multivariate Time-series Forecasting | PEMS08 | 40 | Apr 28, 2026 |
|---|
| Multivariate Time-series Forecasting | Weather | 40 | Apr 28, 2026 |
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| Multivariate Time-series Forecasting | Electricity | 40 | Apr 28, 2026 |
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| Reading Comprehension | SQuAD | 40 | Apr 28, 2026 |
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| Biomedical Question Answering | PubMedQA | 40 | Apr 28, 2026 |
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| Text-to-SQL | Spider | 40 | Apr 28, 2026 |
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| Mathematical Reasoning | GSM8k | 40 | Apr 28, 2026 |
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| Steroid-free clinical remission (SFCR) prediction | IFX arm and ADA patients cohort (SFCR outcome) | 40 | Apr 28, 2026 |
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| Link prediction | arxiv | 40 | Jun 11, 2026 |
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| Medical Reasoning | Medicine MedQA M-Med | 40 | Apr 27, 2026 |
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| Backdoor Attack | CST | 40 | Apr 24, 2026 |
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| Deepfake Detection | Celeb-DF v1 (test) | 40 | Apr 24, 2026 |
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| Bernoulli Sampling | Bernoulli Distributions | 40 | Apr 24, 2026 |
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| HOI Motion Imitation | GRAB | 40 | Apr 23, 2026 |
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| P2P Electricity Trading | 10 Prosumer Case Study (test) | 40 | Apr 23, 2026 |
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| Usability Evaluation | IDC Usability Questionnaire 1.0 (full survey) | 40 | Apr 23, 2026 |
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| Vision Model Representation Alignment | ImageNet 20% held-out split of 20,000 samples (val) | 40 | Apr 23, 2026 |
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| Compressed Video Super-Resolution | CVCP10 (test) | 40 | Apr 23, 2026 |
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| Object Detection | BDD100K (all) | 40 | Apr 21, 2026 |
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| Object Detection | BDD100K Day+Night | 40 | Apr 21, 2026 |
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