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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 |
|---|---|---|---|---|---|
| Instruction Following | Vicuna | 101 | May 21, 2026 | ||
| Reinforcement Learning | Hopper v5 | 101 | Mar 13, 2026 | ||
| Spatial Reasoning | VSI-Bench 1.0 (test) | 101 | May 22, 2026 | ||
| Planning | Countdown | 101 | Jun 17, 2026 | ||
| Audio-Visual Understanding | DailyOmni |
| 101 |
| Jul 7, 2026 |
| Image Generation | FFHQ | 101 | Jul 3, 2026 |
|---|
| Video Generation | nuScenes (val) | 101 | Jul 7, 2026 |
|---|
| Anomaly Detection | VisA | 101 | Jul 2, 2026 |
|---|
| DAG Learning | Synthetic (test) | 101 | Feb 26, 2026 |
|---|
| Graph Anomaly Detection | BlogCatalog | 101 | May 27, 2026 |
|---|
| Low-light Image Enhancement | LOL v1 | 101 | Jul 7, 2026 |
|---|
| Visual Question Answering | Visual7w | 101 | May 19, 2026 |
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| Visual Question Answering | SciQA IMG | 101 | Jul 3, 2026 |
|---|
| Action Recognition | NTU-RGB+D X-Sub | 101 | Jul 2, 2026 |
|---|
| Knowledge-based Visual Question Answering | OKVQA | 101 | Jun 15, 2026 |
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| Bot detection | TwiBot-20 | 101 | Apr 14, 2026 |
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| Action Recognition | Epic-Kitchens 100 (test) | 101 | Apr 24, 2026 |
|---|
| Temporal Action Detection | THUMOS '14 | 101 | Jun 11, 2026 |
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| Question Answering | MedQA-USMLE (test) | 101 | Feb 26, 2026 |
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| Image Classification | CIFAR10-DVS (test) | 101 | May 28, 2026 |
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| Polyp Segmentation | CVC-ClinicDB | 101 | Jul 7, 2026 |
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| Object Tracking | GOT-10K | 101 | Jun 24, 2026 |
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| Clustering | ImageNet-10 (test) | 101 | Jun 24, 2026 |
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| Multi-Person Pose Estimation | COCO (test-dev) | 101 | Feb 26, 2026 |
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| Image Denoising | BSD68 grayscale (test) | 101 | Feb 26, 2026 |
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