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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 |
|---|---|---|---|---|---|
| Microscopic weight completion | HTT | 40 | Apr 1, 2026 | ||
| Image Classification | Plankton (test) | 40 | Apr 1, 2026 | ||
| Function approximation | Bratley Sum D=250 | 40 | Apr 1, 2026 | ||
| Function approximation | Bratley Sum D=100 | 40 | Apr 1, 2026 | ||
| Global Localization | Garden LT | 40 | Apr 1, 2026 | ||
| Reinforcement Learning Control |
| Pendulum v1 |
| 40 |
| Apr 1, 2026 |
| Scientific Agent Task Completion | ScienceAgentBench | 40 | Apr 28, 2026 |
|---|
| High-Resolution Multimodal Reasoning | HR-Bench 4K | 40 | Apr 14, 2026 |
|---|
| High-Resolution Multimodal Reasoning | HR-Bench 8K | 40 | Apr 14, 2026 |
|---|
| Image-to-CAD program synthesis | GenCAD (test) | 40 | Mar 31, 2026 |
|---|
| Safety Alignment | Visual Adversarial Attacks | 40 | Mar 30, 2026 |
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| Safety Alignment | JOOD | 40 | Mar 30, 2026 |
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| Fleet Requirement Estimation | Stockholm city center network | 40 | Mar 30, 2026 |
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| Model Fingerprinting | Fashion-MNIST | 40 | Mar 27, 2026 |
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| Jailbreak Defense | AdvBench PAD | 40 | Mar 27, 2026 |
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| Multi-Objective Reinforcement Learning | Amsterdam transport planning environment | 40 | Mar 27, 2026 |
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| Watermark Detection | Aya-23 8B 10 unsupported languages | 40 | Mar 26, 2026 |
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| OOD Detection | ImageNet-1k (ID) vs SUN (OOD) | 40 | May 26, 2026 |
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| Object Recognition | ModelNet40 5-way | 40 | Mar 26, 2026 |
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| Short-term wildfire danger forecasting | Mesogeos | 40 | Mar 26, 2026 |
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| Task Planning | EB-ALFRED Base | 40 | Apr 21, 2026 |
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| Refusal Ablation and Jailbreak Attack Success | HARMBENCH | 40 | Mar 25, 2026 |
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| Energy demand forecasting | AEP | 40 | Jun 17, 2026 |
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| Image Extrapolation | Remote Sensing Image Extrapolation | 40 | Mar 24, 2026 |
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| Machine-generated text detection | XSum | 40 | Apr 21, 2026 |
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