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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 |
|---|---|---|---|---|---|
| Semantic Change Prediction | DatSemShift | 44 | Feb 26, 2026 | ||
| Camouflaged Object Detection | CHAMELEON 76 (test) | 44 | May 26, 2026 | ||
| Class-wise forgetting | Imagenette (val) | 44 | Feb 26, 2026 | ||
| OOD Detection | ImageNet 1k | 44 | Mar 27, 2026 | ||
| Visual Reasoning | Jigsaw | 44 | Jun 24, 2026 | ||
| VOT 2022 |
| 44 |
| Jun 24, 2026 |
| Dataset Distillation | ImageNet-21K-P | 44 | Apr 21, 2026 |
|---|
| Monocular 3D Object Detection | KITTI (test) | 44 | Apr 3, 2026 |
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| Classification | protein | 44 | Feb 26, 2026 |
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| Tabular Data Synthesis | fourier | 44 | Feb 26, 2026 |
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| Tabular Data Synthesis | protein | 44 | Feb 26, 2026 |
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| Text Membership Inference Attack | LLaVA VLLM Tuning | 44 | Feb 26, 2026 |
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| Jailbreak Defense | Behaviours (test) | 44 | Feb 26, 2026 |
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| Low-light image enhancement | LOL v1.0 (test) | 44 | May 26, 2026 |
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| Logical Reasoning | ProofWriter | 44 | Mar 24, 2026 |
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| Text-to-Image Generation | PickScore | 44 | Jun 30, 2026 |
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| Survival Prediction | Multi-modal Survival Dataset (test) | 44 | Feb 26, 2026 |
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| Language Understanding | MMLU-Pro | 44 | Jul 7, 2026 |
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| Graduate-Level Reasoning | GPQA | 44 | Apr 29, 2026 |
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| Event Relation Extraction | MAVEN-ERE 1.0 (test) | 44 | Feb 26, 2026 |
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| Semantic Antonym Prediction | Antonym | 44 | Feb 27, 2026 |
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| Remote Sensing Change Detection | CLCD | 44 | Apr 14, 2026 |
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| Language Modeling | SNLG and SNLU evaluation suites (test) | 44 | Feb 26, 2026 |
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| Spatio-temporal Forecasting | Wikipedia Math | 44 | May 27, 2026 |
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| Spatio-temporal Forecasting | PedalMe London | 44 | May 27, 2026 |
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