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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 |
|---|---|---|---|---|---|
| Open-loop Planning | Bench2Drive | 47 | Apr 21, 2026 | ||
| Drivable Area Segmentation | BDD100K (test) | 47 | Mar 31, 2026 | ||
| Fine-grained Image Classification | UCF101 | 47 | Jun 8, 2026 | ||
| 3D Object Detection | V2X-R (test) | 47 | Mar 25, 2026 | ||
| Arousal Emotion Recognition | DEAP (test) | 47 | Feb 26, 2026 | ||
| 3D Human Pose Estimation |
| Campus |
| 47 |
| Jun 8, 2026 |
| Object Detection | COCO-FSOD 30-shot COCO-20 | 47 | Feb 26, 2026 |
|---|
| Sign Language Translation | OpenASL (test) | 47 | Apr 21, 2026 |
|---|
| Anomaly Classification | BrainMRI | 47 | Feb 26, 2026 |
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| Mathematical Reasoning | GSM8K 5-shot (test) | 47 | Jun 1, 2026 |
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| Chest X-ray classification | NIH (test) | 47 | Mar 30, 2026 |
|---|
| Text-to-Image Generation | GenAI-Bench | 47 | May 20, 2026 |
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| Personalized Image Generation Protection | CelebA-HQ | 46 | Jul 3, 2026 |
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| Multi-attribute steering | TraitFactory | 46 | Jun 23, 2026 |
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| Machine Translation | Real-world translation benchmarks En→Ja | 46 | Jun 23, 2026 |
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| Financial Reasoning | DM-Complong | 46 | Jun 11, 2026 |
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| Text-to-Image Generation | PickScore (Out-of-Domain) | 46 | Jun 11, 2026 |
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| Pathology Image Classification | BREAKHIS (test) | 46 | Jul 7, 2026 |
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| Lemma Discovery | AFP (test) | 46 | Jun 4, 2026 |
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| Lemma Discovery | HOL (test) | 46 | Jun 4, 2026 |
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| Video Reasoning | TempCompass | 46 | Jul 7, 2026 |
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| Time Series Classification | UEA datasets average of 6 (test) | 46 | Jul 7, 2026 |
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| Multi-task Language Understanding | MMLU | 46 | Jul 9, 2026 |
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| Constrained Location-Routing Problem | CLRP benchmark | 46 | May 27, 2026 |
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| Video Understanding | LongVideoBench | 46 | Jun 24, 2026 |
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