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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 |
|---|---|---|---|---|---|
| driver-top3 classification | rel-f1 | 30 | Jul 9, 2026 | ||
| driver-dnf classification | rel-f1 | 30 | Jul 9, 2026 | ||
| Multimodal Sentiment Analysis | MVSA-Single (test) | 30 | Jul 9, 2026 | ||
| Multimodal Action Recognition | Kinetics-Sounds (KS) (test) | 30 | Jul 9, 2026 | ||
| Multimodal Emotion Recognition | CREMA-D (test) |
| 30 |
| Jul 9, 2026 |
| Mathematical Reasoning | DAPO-Math OOD average (avg of four benchmarks) | 30 | Jul 9, 2026 |
|---|
| Mathematical Reasoning | DAPO-Math In-Distribution (test) | 30 | Jul 9, 2026 |
|---|
| Image Captioning | Infrared Image Dataset downstream (test) | 30 | Jul 8, 2026 |
|---|
| Incomplete Multi-View Clustering | Fashion | 30 | Jul 8, 2026 |
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| Incomplete Multi-View Clustering | LandUse-21 | 30 | Jul 8, 2026 |
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| Incomplete Multi-View Clustering | HandWritten | 30 | Jul 8, 2026 |
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| Incomplete Multi-View Clustering | CUB | 30 | Jul 8, 2026 |
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| Incomplete Multi-View Clustering | Synthetic3d | 30 | Jul 8, 2026 |
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| Large-scale Low-shot Learning | ILSVRC 2012/2010 (test) | 30 | Jul 8, 2026 |
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| Worst-case Time Complexity Analysis | WISE | 30 | Jul 8, 2026 |
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| Multi-modal Visual Reasoning | VKnowU | 30 | Jul 7, 2026 |
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| Object Detection | MODA | 30 | Jul 7, 2026 |
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| Facial Expression Recognition | Ava265-HMC | 30 | Jul 7, 2026 |
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| LLM Similarity Measurement | Unrelated Models | 30 | Jul 7, 2026 |
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| LLM Similarity Measurement | Model Fine-tuning | 30 | Jul 7, 2026 |
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| Change Detection | SYSU (+P) (Old Memory) | 30 | Jul 3, 2026 |
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| Robotic Task Performance | MetaWorld | 30 | Jul 3, 2026 |
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| Class-Incremental Learning | CIFAR100 B50 | 30 | Jul 3, 2026 |
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| Misalignment Detection | WorkBench (n=326) | 30 | Jul 3, 2026 |
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| Misalignment Detection | Agent-SafetyBench n=35 (aligned traces) | 30 | Jul 3, 2026 |
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