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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 |
|---|---|---|---|---|---|
| Semantic Segmentation | ADE20K 150 classes (val) | 35 | Feb 27, 2026 | ||
| Anomaly Detection | MVTec AD | 35 | Mar 17, 2026 | ||
| Mathematical Reasoning | MATH500 | 34 | Jul 7, 2026 | ||
| Tabular Classification and Regression | TextTab | 34 | Jun 30, 2026 | ||
| Gene-expression classification | CUMIDA-42 RF-100 feature arm v2 (3 seeds x 3 folds) |
| 34 |
| Jun 30, 2026 |
| Classification | CUMIDA-42 RF-25 + 75 random feature arm v1 (test) | 34 | Jun 30, 2026 |
|---|
| Security violation detection | 31 user-space programs (aggregated results across programs) | 34 | Jun 30, 2026 |
|---|
| Provenance Tracing | VQDiff | 34 | Jun 30, 2026 |
|---|
| Multiframe Infrared Small Target Detection | TSIRMT Hard | 34 | Jun 29, 2026 |
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| Multiframe Infrared Small Target Detection | TSIRMT (All) | 34 | Jun 29, 2026 |
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| Multi-modal Understanding | MMMU | 34 | Jun 26, 2026 |
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| Optimization Modeling and Solving | NLP4LP | 34 | Jul 7, 2026 |
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| Question Answering | LLAMA 1 | 34 | Jun 24, 2026 |
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| Question Answering | SimpleQA | 34 | Jun 24, 2026 |
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| Visual Object Tracking | NfS | 34 | Jul 3, 2026 |
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| Visual Spatial Instruction | VSI-Bench | 34 | Jun 19, 2026 |
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| Image Generation | ImageNet 50K | 34 | Jun 19, 2026 |
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| Agentic terminal task resolution | Terminal-Bench 2 | 34 | Jun 17, 2026 |
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| Geometric Perception | GePBench 1.0 (Overall) | 34 | Jun 16, 2026 |
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| Geometric Perception | GePBench 1.0 (Hard) | 34 | Jun 16, 2026 |
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| Geometric Perception | GePBench Easy 1.0 | 34 | Jun 16, 2026 |
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| Offline Multi-Objective Optimization | Off-MOO-Bench Sci-Design | 34 | Jun 16, 2026 |
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| Offline Multi-Objective Optimization | Off-MOO-Bench MO-NAS | 34 | Jun 16, 2026 |
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| Protein-ligand binding affinity prediction | ATOM3D LBA 30% sequence identity | 34 | Jun 15, 2026 |
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| Image Classification | BloodMNIST (test) | 34 | Jul 9, 2026 |
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