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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 |
|---|---|---|---|---|---|
| Fine-grained Image Classification | Oxford-IIIT Pets | 55 | Jun 23, 2026 | ||
| Anomaly Detection | MVTecAD (test) | 55 | Feb 26, 2026 | ||
| Offline Reinforcement Learning | hopper medium-replay | 55 | May 29, 2026 | ||
| Table Question Answering | WikiSQL (test) | 55 | Feb 26, 2026 | ||
| 3D Point Cloud Generation |
| ShapeNet Airplane category (test) |
| 55 |
| Feb 26, 2026 |
| Person Re-identification | PRCC SC | 55 | Feb 27, 2026 |
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| Sentence Embedding Evaluation | MTEB (test) | 55 | Mar 18, 2026 |
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| Audio-Visual Segmentation | AVSBench S4 v1 (test) | 55 | Feb 26, 2026 |
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| Medical Image Segmentation | ISIC (test) | 55 | Feb 26, 2026 |
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| Open-Vocabulary Segmentation | Cityscapes | 55 | Jun 23, 2026 |
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| Causal Reasoning | XCOPA | 55 | May 29, 2026 |
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| Cardiac video classification | cine CMR dataset | 54 | Jul 9, 2026 |
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| 3D Reconstruction | ShapeNet | 54 | Jul 7, 2026 |
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| Mathematical Reasoning | AIME 23-26 | 54 | Jul 7, 2026 |
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| Binary Classification | Public Dataset | 54 | Jul 7, 2026 |
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| Candidate Retrieval | RecMusic (test) | 54 | Jul 7, 2026 |
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| Few-shot Audio Classification | FSC-89, NSynth-100, and LS-100 Generalizability Cross-Dataset 5-way 5-shot | 54 | Jul 3, 2026 |
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| Image Classification | UCF101 | 54 | Jul 1, 2026 |
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| Odometry | FusionPortable V2 (All sequences) | 54 | Jun 29, 2026 |
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| Artifact Suppression | Real-world Automotive Sequences Sun and Zurich City | 54 | Jun 29, 2026 |
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| Persona classification | Reddit Truncated History Phase 2 (test) | 54 | Jun 23, 2026 |
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| SBOM Generation | PyPI dataset (51 Python applications) | 54 | Jun 23, 2026 |
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| SBOM Generation | 51 Python applications GitHub | 54 | Jun 23, 2026 |
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| Classification | LungHist700 20% hold-out (test) | 54 | Jun 19, 2026 |
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| Classification | MSK (Breast) 20% hold-out (test) | 54 | Jun 19, 2026 |
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