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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 |
|---|---|---|---|---|---|
| Grayscale image JPEG compression artifact removal | LIVE1 | 32 | Feb 26, 2026 | ||
| Video Surface Normal Estimation | Sintel | 32 | Jun 30, 2026 | ||
| Holistic Social Debiasing Assessment | Alignment and Bias Level Evaluation (ABLE) | 32 | Feb 26, 2026 | ||
| Zero-shot Image-Text Retrieval | Flickr | 32 |
| Jul 2, 2026 |
| Social Debiasing | FACET Out-of-Domain | 32 | Feb 26, 2026 |
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| Social Debiasing | Fairface Out-of-Domain | 32 | Feb 26, 2026 |
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| Social Debiasing | UTKFace In-Domain | 32 | Feb 26, 2026 |
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| Anomaly Detection | MSL, PSM, SMAP, SMD, SWAT (test) | 32 | Apr 1, 2026 |
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| Backdoor Attack Detection and Mitigation | CIFAR-10 | 32 | May 21, 2026 |
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| Continual Learning | CIFAR-100 Si-Blurry (test) | 32 | Jun 9, 2026 |
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| OOD Detection | CIFAR-10 | 32 | Apr 15, 2026 |
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| Offline Reinforcement Learning | Hopper D4RL v2 (offline) | 32 | Feb 26, 2026 |
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| Offline Reinforcement Learning | Walker2d D4RL v2 (offline) | 32 | Feb 26, 2026 |
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| Offline Reinforcement Learning | Halfcheetah D4RL v2 (offline) | 32 | Feb 26, 2026 |
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| Tabular Data Synthesis | texture | 32 | Feb 26, 2026 |
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| Image Classification | ImageNet 1k | 32 | Feb 26, 2026 |
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| 3D Object Detection | Place3D (clean) | 32 | Feb 26, 2026 |
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| LiDAR Semantic Segmentation | Place3D Adverse | 32 | Feb 26, 2026 |
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| Image Classification | COVID-CT | 32 | May 27, 2026 |
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| Image Restoration | Urban100 | 32 | Feb 26, 2026 |
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| Reasoning | CQA | 32 | May 28, 2026 |
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| Knowledge Graph Completion (KGC) | CHI | 32 | Feb 26, 2026 |
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| Relational Triplet Extraction (RTE) | CHI | 32 | Feb 26, 2026 |
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| Knowledge Graph Completion (KGC) | NYC | 32 | Feb 26, 2026 |
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| Relational Triplet Extraction (RTE) | NYC | 32 | Feb 26, 2026 |
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