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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 |
|---|---|---|---|---|---|
| Super-Resolution | Set14 x2 | 35 | Mar 9, 2026 | ||
| Knowledge Tracing | Assistments public benchmark 2009-2010 | 35 | Feb 26, 2026 | ||
| Forward PDE solving | Pipe | 35 | Jun 1, 2026 | ||
| Noisy Independent Component Analysis | Heavy-Tailed distributions (Uniform, Bernoulli, Laplace, Exponential, Student's t) (test) | 35 | Feb 26, 2026 | ||
| Fractional Knapsack Problem Optimization | Fractional knapsack problems Simulated (500 simulation trials) |
| 35 |
| Feb 26, 2026 |
| Traveling Salesperson Problem | TSP N=200 (Generalization (128 instances)) | 35 | Mar 25, 2026 |
|---|
| Maximum Independent Set | SATLIB | 35 | Apr 15, 2026 |
|---|
| Generative Modeling | MNIST (test) | 35 | Apr 10, 2026 |
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| Grayscale Image Denoising | BDS68 (test) | 35 | Feb 26, 2026 |
|---|
| Image Classification | PathMNIST v2 (test) | 35 | Feb 26, 2026 |
|---|
| Semantic Segmentation | MFNet day-night (test) | 35 | May 27, 2026 |
|---|
| Panoptic Segmentation | ADE20K 150 59 (val) | 35 | Feb 26, 2026 |
|---|
| Multimodal Machine Unlearning | Retain Set | 35 | Mar 18, 2026 |
|---|
| Mathematical Reasoning | Game of 24 (test) | 35 | Feb 26, 2026 |
|---|
| Retinal Anomaly Detection | OCTID (test) | 35 | Feb 26, 2026 |
|---|
| Zero-shot Image Classification | ImageNet zero-shot | 35 | Feb 26, 2026 |
|---|
| Continual Image Classification | CIFAR100 Split | 35 | Jun 11, 2026 |
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| Visual Place Recognition | SF-XL v2 | 35 | Feb 26, 2026 |
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| Polyp Segmentation | ETIS (Unseen) | 35 | Apr 21, 2026 |
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| Chest X-ray Classification | Pneumonia (test) | 35 | Mar 6, 2026 |
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| Medical Visual Question Answering | PathVQA closed-end | 35 | Feb 26, 2026 |
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| Named Entity Recognition | MIT | 35 | Apr 8, 2026 |
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| Survival Prediction | TCGA-BLCA (5-fold cross-validation) | 35 | Feb 26, 2026 |
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| Mathematical Reasoning | Theorem | 35 | Apr 14, 2026 |
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| Mathematical Reasoning | DM | 35 | Apr 14, 2026 |
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