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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 |
|---|---|---|---|---|---|
| Graph Anomaly Detection | ENZYMES | 33 | May 27, 2026 | ||
| Vehicle Routing Problem with Time Windows | Solomon 1987 (Generalization Set) | 33 | Feb 26, 2026 | ||
| Audiovisual Understanding & Reasoning | Daily-Omni | 33 | Jun 18, 2026 | ||
| Embodied Question Answering | A-EQA | 33 | Jun 24, 2026 | ||
| Federated Learning | MNIST Severe Non-IID (Dirichlet α = 0.1) |
| 33 |
| Feb 26, 2026 |
| Federated Learning | MNIST Severe Non-IID | 33 | Feb 26, 2026 |
|---|
| Quadruped | Quadruped | 33 | Feb 26, 2026 |
|---|
| Argument Role Extraction | M2E2 text-only | 33 | Jun 26, 2026 |
|---|
| Tool Use | BFCL V4 | 33 | Jul 2, 2026 |
|---|
| Sudoku Solving | Sudoku (test) | 33 | Jun 23, 2026 |
|---|
| Mathematical reasoning | OlympiadBench | 33 | May 8, 2026 |
|---|
| Selective Classification | ImageNet 1K | 33 | Feb 26, 2026 |
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| Anomaly Detection | MSL | 33 | Apr 8, 2026 |
|---|
| Wake Vortex Center Localization | LOWW (test) | 33 | Feb 26, 2026 |
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| General Language Evaluation | 5 Datasets Zero-shot | 33 | Feb 26, 2026 |
|---|
| AI-generated image detection | AIGIBench Mean | 33 | May 21, 2026 |
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| PDE Solving | Darcy-Flow 2d (test) | 33 | Mar 4, 2026 |
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| Heart Rate Estimation | COHFACE | 33 | Jun 23, 2026 |
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| Semantic Segmentation | Sen1Floods11 (test) | 33 | Jun 23, 2026 |
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| Underwater Image Enhancement | U45 | 33 | Mar 16, 2026 |
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| Speaker-Attributed Automatic Speech Recognition | AISHELL-4 (test) | 33 | Apr 27, 2026 |
|---|
| Robotic Manipulation | ManiSkill3 | 33 | Jul 2, 2026 |
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| Planning | LIBERO Object Suite | 33 | Feb 26, 2026 |
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| Planning | LIBERO Spatial Suite | 33 | Feb 26, 2026 |
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| Object Navigation | HM3D v2 (val) | 33 | Jul 1, 2026 |
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