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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 |
|---|---|---|---|---|---|
| Spatio-temporal Forecasting | Chickenpox Hungary | 44 | May 27, 2026 | ||
| Free-form generation | FREE-FORM GENERATION ablation | 44 | Feb 26, 2026 | ||
| Sentence Similarity | MRPC (test) | 44 | Feb 26, 2026 | ||
| Out-of-Distribution Detection | Dfar | 44 | Feb 26, 2026 | ||
| Prompt Selection | Selected tasks APE-generated prompt pools APE design (test) |
| 44 |
| Feb 26, 2026 |
| Named Entity Recognition | i2b2 | 44 | Feb 26, 2026 |
|---|
| Generative Inference | MT-Bench | 44 | Mar 20, 2026 |
|---|
| Automatic Speech Recognition | CHiME-4 (dev-real) | 44 | Jun 8, 2026 |
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| Action Recognition | UAV-Human CS v1 | 44 | Feb 26, 2026 |
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| Classification | RSNA (test) | 44 | Mar 30, 2026 |
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| Pansharpening | QuickBird reduced-resolution | 44 | Feb 26, 2026 |
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| Named Entity Recognition | OntoNotes 5 | 44 | Feb 26, 2026 |
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| Long-form Video Understanding | LVU | 44 | Feb 26, 2026 |
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| Object Instance Segmentation | ARMBench Mixed-Object Tote (test) | 44 | Feb 26, 2026 |
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| Web agent tasks | Mind2Web (Cross-Website) | 44 | Jun 9, 2026 |
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| Few-Shot Image Classification | ImageNet FS (all) | 44 | Feb 26, 2026 |
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| Multivariate Time Series Anomaly Detection | PSM | 44 | Jun 23, 2026 |
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| Offline Learning to Rank | MSLR-WEB10K (test) | 44 | Jun 4, 2026 |
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| Learning to Rank | Yahoo! LETOR set1 (test) | 44 | Feb 26, 2026 |
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| Compositional Scene Understanding | Winoground | 44 | Apr 16, 2026 |
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| Image Classification | Multi-dataset Average (Pets, Flowers, Aircraft, Cars, Country, Food, STL, GTSRB) | 44 | Feb 26, 2026 |
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| Video Action Recognition | Kinetics 400 (test) | 44 | Feb 26, 2026 |
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| Latency Prediction | NNLQP (Same Distribution) | 44 | Feb 27, 2026 |
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| Landmark identification | RESECT (patient-wise) | 44 | Feb 26, 2026 |
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| Mathematical Reasoning | Math Benchmarks Aggregate | 44 | Apr 15, 2026 |
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