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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 |
|---|---|---|---|---|---|
| Instruction Following | Evol-Inst | 34 | May 7, 2026 | ||
| Anomaly Detection | TSB-AD U | 34 | Mar 5, 2026 | ||
| Multimodal Search | BrowseComp-VL | 34 | Jun 16, 2026 | ||
| Multimodal Safety Evaluation | MM-SafetyBench | 34 | Jun 25, 2026 | ||
| Verilog Code Generation | VerilogEval SR v2 | 34 | Mar 4, 2026 | ||
| RMBench |
| 34 |
| Jul 7, 2026 |
| Low-light Image Enhancement | LOL real v2 | 34 | May 19, 2026 |
|---|
| AI-generated image detection | Glide | 34 | May 21, 2026 |
|---|
| Semantic Segmentation | Cross-Domain Average (Cityscapes, BDD100K, Mapillary) | 34 | Jul 9, 2026 |
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| Image Classification | ImageNet-SK (test) | 34 | Feb 27, 2026 |
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| Adversarial Robustness | ImageNet 1k (test) | 34 | Feb 27, 2026 |
|---|
| Video Retrieval | MSR-VTT | 34 | May 19, 2026 |
|---|
| Trajectory Prediction | NAVSIM (navtest) | 34 | Jul 3, 2026 |
|---|
| Image-to-Video Generation | VBench (test) | 34 | Jul 3, 2026 |
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| Sequential Recommendation | ML-100K | 34 | May 12, 2026 |
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| Machine Unlearning | MUSE NEWS | 34 | Jun 25, 2026 |
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| Video Understanding | Video Understanding Suite MVBench, EgoSchema, VMME, LVB, VMMMU | 34 | Feb 26, 2026 |
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| Image Understanding | Image Understanding Suite (TextVQA, ChartQA, MMStar, MMBench, MMVet, MME, RealWorldQA, COCO) | 34 | Feb 26, 2026 |
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| Large Language Model Watermarking | Mistral-7B-Instruct (test) | 34 | Feb 26, 2026 |
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| Brain Tumor Segmentation | BraTS 2020 | 34 | Jun 12, 2026 |
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| Language Modeling | Arxiv (val) | 34 | May 26, 2026 |
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| Image Classification | ImageNet-1k (val) | 34 | Feb 27, 2026 |
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| Classification | myocardial | 34 | Jun 11, 2026 |
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| Instruction Following | AlpacaEval Length-controlled | 34 | May 29, 2026 |
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| 3D Semantic Mapping | Replica | 34 | Jun 23, 2026 |
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