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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 |
|---|---|---|---|---|---|
| Text-to-Image Generation | MS-COCO (30K) | 72 | May 21, 2026 | ||
| Instruction Following | VicunaEval | 72 | Feb 26, 2026 | ||
| Graph Anomaly Detection | YelpChi | 72 | Jun 12, 2026 | ||
| Face Anti-Spoofing | Replay-Attack I (test) | 72 | Jul 3, 2026 | ||
| Image Classification | ImageNet-1K 1.0 (test) | 72 | Feb 26, 2026 | ||
| Image Denoising |
| PolyU |
| 72 |
| Jul 7, 2026 |
| Multivariate Time Series Anomaly Detection | MSL | 72 | Jun 23, 2026 |
|---|
| Multimodal Classification | MIMIC | 72 | Jun 5, 2026 |
|---|
| Offline Reinforcement Learning | D4RL Medium Hopper | 72 | May 11, 2026 |
|---|
| Video Captioning | MSRVTT (test) | 72 | Jun 11, 2026 |
|---|
| Image Classification | Caltech101 Base and New Classes | 72 | May 18, 2026 |
|---|
| Fact Verification | FEVER | 72 | May 20, 2026 |
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| Shape Classification | ScanObjectNN (PB_T50_RS) | 72 | Jun 11, 2026 |
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| Image Deblurring | HIDE | 72 | Jun 30, 2026 |
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| Question Answering | BioASQ | 72 | Mar 5, 2026 |
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| Semantic Segmentation | GTA to Cityscapes | 72 | Feb 26, 2026 |
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| Node Classification | Chameleon (60%/20%/20% random) | 72 | Mar 11, 2026 |
|---|
| Arithmetic Reasoning | AQuA (test) | 72 | Jun 26, 2026 |
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| Depth Estimation | NYU v2 (val) | 72 | Jun 11, 2026 |
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| Coreference Resolution | Winogrande | 72 | Jun 26, 2026 |
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| 3D Human Pose Estimation | Human3.6M S9 and S11 (test) | 72 | Feb 27, 2026 |
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| Image Classification | CIFAR10-C (test) | 72 | Jul 7, 2026 |
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| Out-of-distribution Detection | SVHN (test) | 72 | May 21, 2026 |
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| Instance Segmentation | COCO mini (val) | 72 | Mar 16, 2026 |
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| Low-shot recognition | Toys4K (test) | 72 | Feb 26, 2026 |
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