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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 |
|---|---|---|---|---|---|
| Object Hallucination Evaluation | POPE Random | 152 | Jun 26, 2026 | ||
| Visual Question Answering | GQA | 152 | Jun 16, 2026 | ||
| Logical Reasoning | Sudoku | 152 | Jun 19, 2026 | ||
| Image-to-Text Retrieval | COCO |
| 152 |
| Jul 2, 2026 |
| Image Classification | OrganSMNIST | 152 | May 27, 2026 |
|---|
| Traffic Forecasting | PEMS07 | 152 | Jun 1, 2026 |
|---|
| Classification | FMNIST (test) | 152 | Mar 26, 2026 |
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| Image-to-text retrieval | MSCOCO | 152 | May 27, 2026 |
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| OOD Detection | CIFAR-10 (IND) SVHN (OOD) | 152 | Jul 8, 2026 |
|---|
| Image Classification | Flowers-102 (test) | 152 | Mar 5, 2026 |
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| Domain Generalization | PACS (leave-one-domain-out) | 152 | Mar 12, 2026 |
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| Emotion Recognition in Conversation | MELD (test) | 152 | Jun 9, 2026 |
|---|
| Image Classification | Food | 152 | May 19, 2026 |
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| Node Classification | ACM | 152 | May 18, 2026 |
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| Recommendation | Amazon-Book (test) | 152 | May 12, 2026 |
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| Image Classification | Caltech-101 | 152 | Mar 4, 2026 |
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| Generalized Category Discovery | CIFAR-10 | 152 | May 22, 2026 |
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| Subjectivity Classification | Subj (test) | 152 | Jun 2, 2026 |
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| Language Modeling | Wikitext | 151 | Jul 9, 2026 |
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| Autonomous Driving Planning | Navsim v1 (test) | 151 | Jun 8, 2026 |
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| Visual Question Answering | LiveVQA | 151 | Jul 7, 2026 |
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| Embodied Reasoning | ALFWorld | 151 | Feb 26, 2026 |
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| Mathematical Reasoning | MATH (test) | 151 | Feb 26, 2026 |
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| Image Classification | iNaturalist 18 | 151 | May 20, 2026 |
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| Multimodal Benchmarking | MMBench-CN | 151 | Apr 28, 2026 |
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