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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 |
|---|---|---|---|---|---|
| Semantic Segmentation | ADE20K (test) | 50 | Feb 26, 2026 | ||
| Permuted Sequential Image Classification | MNIST Permuted Sequential | 50 | Feb 26, 2026 | ||
| Traveling Salesperson Problem | TSP-100 | 50 | Jun 19, 2026 | ||
| Retrosynthesis | USPTO-50k Reaction type known (test) | 50 | Feb 26, 2026 | ||
| Semantic Segmentation | DDD17 | 50 | Mar 5, 2026 | ||
| Class-conditional image generation |
|---|
| ImageNet-1K 256x256 (test) |
| 50 |
| Feb 26, 2026 |
| Text-to-SQL | Spider-Realistic | 50 | Jun 5, 2026 |
|---|
| Instruction Following | SelfInst | 50 | Feb 26, 2026 |
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| Video Anomaly Detection | ShanghaiTech standard (test) | 50 | Feb 26, 2026 |
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| Human Motion Prediction | Human3.6M | 50 | Jun 8, 2026 |
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| Continual Learning | Large Number of Tasks | 50 | Feb 26, 2026 |
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| Text Classification | PubMed | 50 | Feb 26, 2026 |
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| Document Summarization | GovReport (test) | 50 | Feb 26, 2026 |
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| Anomaly Detection | BraTS 2021 | 50 | Mar 4, 2026 |
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| Future edge prediction | Enron (inductive) | 49 | Jul 7, 2026 |
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| transductive future edge prediction | MOOC | 49 | Jul 7, 2026 |
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| Classification | Analysis N-shot | 49 | Jun 30, 2026 |
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| Mathematical Reasoning | MATH 500 | 49 | Jun 26, 2026 |
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| Efficiency Benchmarking | Llama 8B base variant on H200 3.1 | 49 | Jun 23, 2026 |
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| Constraint Following | ConstraintRot (test) | 49 | Jun 23, 2026 |
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| Long context retrieval and reasoning | RULER | 49 | Jul 1, 2026 |
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| Point Cloud Part Segmentation | ModelNet40 | 49 | Jun 11, 2026 |
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| Point Cloud Segmentation | SemanticKITTI v2 (test) | 49 | Jun 11, 2026 |
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| Two-Sample Testing | CIFAR10-WRN8 | 49 | Jun 9, 2026 |
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| Two-Sample Testing | BLOB | 49 | Jun 9, 2026 |
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