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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 |
|---|---|---|---|---|---|
| Long Video Understanding | EgoSchema (val) | 39 | Jul 3, 2026 | ||
| Node Classification | AmzComp | 39 | Jun 4, 2026 | ||
| Open-vocabulary semantic segmentation | Pascal VOC 21 (With Background) | 39 | May 13, 2026 | ||
| Embodied Visual Question Answering | ERQA | 39 | Jun 11, 2026 | ||
| Real-world Visual Understanding | RealWorldQA | 39 |
| May 21, 2026 |
| Diagnostic Classification | EBRAINS | 39 | Mar 23, 2026 |
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| Diagnostic Classification | Camelyon16 | 39 | Mar 23, 2026 |
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| Diagnostic Classification | BRACS | 39 | Mar 23, 2026 |
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| Randomness Testing | Linear PRNG sequences | 39 | Mar 23, 2026 |
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| Classification | MetaShift | 39 | Jun 4, 2026 |
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| Mathematical Reasoning | MATH | 39 | Jun 2, 2026 |
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| General Language Understanding | MMLU | 39 | Apr 20, 2026 |
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| Diagram Understanding | AI2D | 39 | May 8, 2026 |
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| Exemplar-Free Class-Incremental Learning | CIFAR-100 Big start | 39 | Mar 20, 2026 |
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| Complex Reasoning | Video-TT | 39 | Jun 23, 2026 |
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| Image Classification | DTD | 39 | May 26, 2026 |
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| Trajectory Prediction | Argoverse 1.1 (val) | 39 | Mar 19, 2026 |
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| Video Reasoning | VBVR-Bench Out-of-Domain | 39 | Jun 2, 2026 |
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| Node Classification | Computers Random (test) | 39 | Mar 18, 2026 |
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| End-to-End Autonomous Driving | Bench2Drive 220 routes official | 39 | Jun 5, 2026 |
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| Category Discovery | CIFAR-100 | 39 | May 1, 2026 |
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| Long-context language model evaluation | HELMET | 39 | Apr 13, 2026 |
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| Object Detection | M4-SAR | 39 | Mar 11, 2026 |
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| Reasoning | GPQA (80% test) | 39 | Mar 10, 2026 |
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| Safety Evaluation | HarmBench | 39 | Jun 5, 2026 |
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