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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 |
|---|---|---|---|---|---|
| Boolean Question Answering | BoolQ | 57 | May 21, 2026 | ||
| Self-optimization | OPT-BENCH-ML | 57 | May 12, 2026 | ||
| Classification | ADNI (test) | 57 | Jun 30, 2026 | ||
| Out-of-Distribution Detection | CelebA In-Distribution | 57 | May 13, 2026 | ||
| Question Answering | MuSiQue | 57 | Jul 8, 2026 | ||
| Animal Vocalization Classification |
| Dogs (test) |
| 57 |
| May 1, 2026 |
| OOD Detection | NINCO | 57 | Jun 17, 2026 |
|---|
| Continual Model Merging | Sequence 14-task | 57 | May 20, 2026 |
|---|
| Open-domain Question Answering | MusiQue out-of-domain | 57 | Apr 27, 2026 |
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| Open-domain Question Answering | 2WikiMultiHopQA in-domain | 57 | Apr 27, 2026 |
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| Open-domain Question Answering | HotpotQA in-domain | 57 | Apr 27, 2026 |
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| Reasoning | MMLU | 57 | Jun 11, 2026 |
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| Manim Animation Generation | ManimBench 1.0 (test) | 57 | Apr 21, 2026 |
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| Image Classification | CIFAR100 Dirichlet-0.6 | 57 | Apr 21, 2026 |
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| Zero-shot Evaluation | ARC-C, ARC-E, BoolQ, HellaSwag, PIQA, RTE, WinoGrande Zero-shot | 57 | Apr 7, 2026 |
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| Invariant feature gene identification | Yeast perturbation dataset | 57 | Jul 7, 2026 |
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| Multi-objective optimization | DTLZ7 | 57 | May 6, 2026 |
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| Safety Evaluation | MM-Safety | 57 | Mar 31, 2026 |
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| Mathematical Reasoning | OlympiadBench | 57 | Jun 9, 2026 |
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| Articulated Object Reconstruction | ArtGS-Multi | 57 | Apr 10, 2026 |
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| Point Cloud Classification | STPCTLS (5-fold stratified cross-validation) | 57 | Mar 25, 2026 |
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| Multi-behavior Recommendation | Taobao | 57 | Jun 2, 2026 |
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| Visual Reasoning | BLINK | 57 | Jun 9, 2026 |
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| 3D Shape Completion | ScanNet real-world objects, unseen categories Scan2CAD (test) | 57 | May 27, 2026 |
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| 3D Semantic Segmentation | ScanNet | 57 | Jun 15, 2026 |
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