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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 |
|---|---|---|---|---|---|
| Document Retrieval | MS MARCO MS300K (test) | 36 | May 26, 2026 | ||
| Sequential Recommendation | Amazon Reviews 8 Domains | 36 | Feb 27, 2026 | ||
| Sequential Recommendation | Amazon (test) | 36 | Feb 27, 2026 | ||
| Reciprocal Recommendation | Synthetic datasets n=75, m=50, e=log 10 independent trials | 36 | Feb 26, 2026 | ||
| Sequential Recommendation | Toys (test) | 36 |
| Mar 5, 2026 |
| Next-POI Recommendation | NYC (test) | 36 | May 13, 2026 |
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| Spatial Reasoning | RoboSpatial | 36 | Mar 24, 2026 |
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| Long Video Understanding | MLVU 3-120 min | 36 | Apr 21, 2026 |
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| Real-world Super-Resolution | DIV2K real-world degradation (test) | 36 | Feb 26, 2026 |
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| Text-to-Image Generation | DPG-Bench | 36 | Mar 27, 2026 |
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| All-in-One Image Restoration | CBSD68, SOTS, and Rain100L | 36 | May 12, 2026 |
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| Window-level anti-pattern detection | TorchTraceAP Seen | 36 | Feb 26, 2026 |
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| Uncertainty Quantification | Vision Datasets averaged (test) | 36 | Feb 26, 2026 |
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| Face Template Inversion Attack | LFW | 36 | May 4, 2026 |
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| 3D Reconstruction | DDAD | 36 | Jul 8, 2026 |
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| Music-to-Dance Generation | FineDance | 36 | May 28, 2026 |
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| Object Shuffling Prediction | ObjShuf | 36 | Feb 26, 2026 |
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| Object Existence Prediction | ObjExist | 36 | Feb 26, 2026 |
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| Multimodal Question Answering | MMQA | 36 | Feb 26, 2026 |
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| Moving Direction Prediction | MoveDir | 36 | Feb 26, 2026 |
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| Image Editing | IEdit | 36 | Feb 26, 2026 |
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| Counterfactual Inference | CFInfer | 36 | Feb 26, 2026 |
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| Action Prediction | ActPred | 36 | Feb 26, 2026 |
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| Quality Assessment | AIGCIQA 2023 | 36 | Feb 26, 2026 |
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| Segmentation | BraTS 2020 | 36 | Feb 26, 2026 |
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