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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 |
|---|---|---|---|---|---|
| Tensor Decomposition | COIL-100 | 48 | Feb 26, 2026 | ||
| Molecular Property Prediction | MoleculeNet Tox21 (scaffold) | 48 | Feb 26, 2026 | ||
| Zero-shot super-resolution | E1 (test) | 48 | Feb 26, 2026 | ||
| Retrosynthesis prediction | USPTO-50k (test) | 48 | Jun 16, 2026 | ||
| Question Answering | NQ-Open | 48 | Jul 8, 2026 | ||
| Semantic Segmentation |
| Pascal VOC Original protocol 92 labeled images |
| 48 |
| Feb 26, 2026 |
| Graph Classification | AIDS | 48 | Feb 26, 2026 |
|---|
| Multi-Object Tracking | MOT17 1.0 (test) | 48 | Feb 26, 2026 |
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| Recommendation | Beauty | 48 | Mar 17, 2026 |
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| Mathematical Reasoning in Vision | MathVista | 48 | Feb 26, 2026 |
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| Cross-Lingual Knowledge Alignment | BMLAMA | 48 | Feb 26, 2026 |
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| Zero-Shot Cross-Lingual Transfer | XNLI | 48 | Feb 26, 2026 |
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| Graph property prediction | PCQM4M-LSC (val) | 48 | Feb 26, 2026 |
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| Object Detection | Diverse Weather Datasets | 48 | Apr 30, 2026 |
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| Question Answering | Natural Questions (NQ) | 48 | Mar 12, 2026 |
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| Multimodal Evaluation | LLaVA-Bench | 48 | May 29, 2026 |
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| Action Anticipation | Epic-Kitchens-100 (val) | 48 | May 21, 2026 |
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| Video Action Classification | Kinetics-400 | 48 | Feb 26, 2026 |
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| Binary Classification | Private Dataset | 47 | Jul 7, 2026 |
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| Salient Object Detection | ORSSD 2019 (test) | 47 | Jul 7, 2026 |
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| Salient Object Detection | EORSSD 2021 (test) | 47 | Jul 7, 2026 |
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| Dataset Distillation | CIFAR-10 | 47 | Jul 2, 2026 |
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| Digit Classification | MNIST (median) | 47 | Jun 29, 2026 |
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| Digit Classification | SVHN | 47 | Jun 29, 2026 |
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| Job Shop Scheduling | Taillard JSP instances | 47 | Jun 11, 2026 |
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