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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 |
|---|---|---|---|---|---|
| Image-to-image retrieval | Flowers | 30 | Mar 23, 2026 | ||
| Image-to-image retrieval | Pets | 30 | Mar 23, 2026 | ||
| Image-to-image retrieval | Cars | 30 | Mar 23, 2026 | ||
| Out-of-Distribution Detection | OpenOOD ImageNet-1k ID Far-OOD | 30 | May 27, 2026 | ||
| Node Classification | Twitch | 30 |
| Apr 14, 2026 |
| OCR Verification | Curated dataset of 1,000 PDF pages 1.0 (test) | 30 | Mar 18, 2026 |
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| In-context retrieval | Real-world data | 30 | May 8, 2026 |
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| Sensitive-escalation deferral-advice | IEEE-CIS (val) | 30 | Mar 17, 2026 |
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| Image-Text Retrieval | General Domain | 30 | Mar 17, 2026 |
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| Image Classification | General Domain 31 tasks | 30 | Mar 17, 2026 |
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| Medical Image-Text Classification | Medical Specialties | 30 | Mar 17, 2026 |
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| Natural Language Understanding | GLUE | 30 | May 26, 2026 |
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| Localization | ImageNet (val) | 30 | Mar 17, 2026 |
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| Attribution Faithfulness | ImageNet | 30 | Apr 27, 2026 |
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| Attribution Faithfulness Evaluation | ImageNet (test) | 30 | Mar 17, 2026 |
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| Faithfulness Evaluation | ImageNet | 30 | Mar 17, 2026 |
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| Edge Classification | WN18RR 10 way Lexical KG (test) | 30 | Mar 17, 2026 |
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| Edge Classification | WN18RR 5 way Lexical KG (test) | 30 | Mar 17, 2026 |
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| Traffic Data Completion | Seattle | 30 | Mar 17, 2026 |
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| Traffic Data Completion | PEMS07 | 30 | Mar 17, 2026 |
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| Traffic Data Completion | Guangzhou | 30 | Mar 17, 2026 |
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| Novel View Synthesis | NeRF-LLFF | 30 | Mar 17, 2026 |
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| Memory Control Flow Attack (Override) | MEMFLOW Override | 30 | Mar 17, 2026 |
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| Visual Question Answering | VQA 10,000 samples v2 (val) | 30 | Jun 4, 2026 |
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| 3D pointcloud manipulation | MetaWorld | 30 | Jun 2, 2026 |
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