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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 |
|---|---|---|---|---|---|
| Image Classification | ImageNet-100 | 206 | Jun 29, 2026 | ||
| Data Imputation | wine (test) | 205 | Jul 9, 2026 | ||
| Language Modeling | WikiText-2 | 205 | Jul 9, 2026 | ||
| Camera Pose Estimation | TUM-dynamic | 205 | May 25, 2026 | ||
| Object Hallucination Evaluation | MS-COCO (POPE Adversarial) |
| 205 |
| Jun 30, 2026 |
| Novel View Synthesis | Replica | 205 | Jun 30, 2026 |
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| Node Classification | Physics | 205 | Jun 2, 2026 |
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| Visual Question Answering | DocVQA | 205 | May 20, 2026 |
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| Linear Regression | Synthetic Linear Regression (n=50, d=50, K=40, ε=0.2) (train/test) | 204 | Jul 7, 2026 |
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| Performance Estimation | GSM8K | 204 | Jul 2, 2026 |
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| Long-context language modeling | RULER | 204 | May 29, 2026 |
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| Multivariate long-term series forecasting | Exchange (test) | 204 | Jun 26, 2026 |
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| Surface Reconstruction | DTU | 204 | May 27, 2026 |
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| Video Question Answering | NExT-QA (test) | 204 | Mar 17, 2026 |
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| Image Classification | Caltech101 (test) | 204 | Jun 30, 2026 |
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| LiDAR Semantic Segmentation | nuScenes official (test) | 204 | Jul 1, 2026 |
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| Visual Question Answering | GQA (test) | 204 | Jun 4, 2026 |
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| Video Classification | Kinetics 400 (val) | 204 | Feb 26, 2026 |
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| Action Recognition | HMDB-51 (average of three splits) | 204 | Feb 26, 2026 |
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| Document Visual Question Answering | DocVQA | 203 | May 7, 2026 |
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| Camera pose estimation | Sintel | 203 | May 8, 2026 |
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| Arithmetic Reasoning | GSM8K (test) | 203 | Jun 26, 2026 |
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| Image Matting | Composition-1K (test) | 203 | Feb 26, 2026 |
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| CTR Prediction | Avazu | 203 | Jun 9, 2026 |
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| Referring Image Segmentation | RefCOCO+ (val) | 203 | Jun 23, 2026 |
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