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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 Detection | Cityscapes Adaptation from SIM-10k (val) | 97 | Feb 26, 2026 | ||
| Video Retrieval | UCF101 (1) | 97 | Mar 31, 2026 | ||
| Human Pose Estimation | PoseTrack 2018 (val) | 97 | Mar 9, 2026 | ||
| Partial Domain Adaptation | Office-Home |
| 97 |
| Feb 26, 2026 |
| Image Retrieval | Oxford5k (test) | 97 | Feb 26, 2026 |
|---|
| Scene Classification | Places-205 (val) | 97 | Feb 26, 2026 |
|---|
| Image Classification | PCam (test) | 97 | Jun 9, 2026 |
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| Person Re-Identification | MSMT17 source: DukeMTMC-reID (test) | 97 | Mar 17, 2026 |
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| Question Answering | GPQA Diamond | 97 | Apr 8, 2026 |
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| Mathematical Reasoning | OlympiadBench Math | 97 | Jun 9, 2026 |
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| Multi-task Linear Regression (Global Parameter Estimation) | Synthetic Multi-task Linear Regression (n=d=50, ε=0.2) (test) | 96 | Jul 7, 2026 |
|---|
| Online Bin Packing | Online Bin Packing Uniform, Normal, Lognormal, Exponential, Triangular (OOD test) | 96 | Jul 1, 2026 |
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| Equilibrium Computation | Polymatrix Games | 96 | Jun 23, 2026 |
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| Social Welfare Maximization | Synthetic Polymatrix Games | 96 | Jun 23, 2026 |
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| Prognostic Classification | Prostate | 96 | Jun 19, 2026 |
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| Audio Watermarking | VCTK, LibriSpeech, and LJSpeech (test) | 96 | Jun 11, 2026 |
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| FOND Planning | FOND Planning Domains Acrobatics, Beam-walk, Blocksworld, etc. | 96 | Jun 4, 2026 |
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| Automated Planning | Planning Problems 1.0GiB RAM limit | 96 | Jun 2, 2026 |
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| Targeted Black-box Adversarial Attack | ImageNet | 96 | Jun 1, 2026 |
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| Non-targeted Black-box Adversarial Attack | ImageNet | 96 | Jun 1, 2026 |
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| Semantic Segmentation | ADE20K 52 (val) | 96 | May 26, 2026 |
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| Dishonesty Evaluation | Mistake math (test) | 96 | May 21, 2026 |
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| Image Classification | Fashion-MNIST Non-IID (test) | 96 | May 8, 2026 |
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| Node Classification | PUBMED | 96 | May 8, 2026 |
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| Node Classification | CORA | 96 | May 8, 2026 |
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