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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 |
|---|---|---|---|---|---|
| Text-to-Speech | MiniMax Multilingual 24 (test) | 75 | Apr 2, 2026 | ||
| Backdoor Attack | FMNIST | 75 | Apr 10, 2026 | ||
| Novel View Synthesis | Replica (test) | 75 | Jun 30, 2026 | ||
| Visual Question Answering | GQA | 75 | Jun 17, 2026 | ||
| Streaming Video Understanding | OVO-Bench | 75 | Jun 16, 2026 | ||
| Definition Generation |
| Biomedical domain tokens |
| 75 |
| Mar 16, 2026 |
| Biomedical domain adaptation | Open Medical-LLM leaderboard macro-average | 75 | Mar 16, 2026 |
|---|
| Video spatial reasoning | VSI-Bench | 75 | Jun 23, 2026 |
|---|
| Long-term Time-series Forecasting | Electricity | 75 | Jun 2, 2026 |
|---|
| Medical Image Segmentation | Kvasir-SEG | 75 | Jul 3, 2026 |
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| Spatio-temporal traffic forecasting | UrbanEV | 75 | May 19, 2026 |
|---|
| Natural Language Understanding | GLUE (test) | 75 | Jun 8, 2026 |
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| Closed-loop Planning | nuPlan 14 (val) | 75 | Jun 30, 2026 |
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| Time Series Forecasting | Traffic | 75 | Mar 13, 2026 |
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| Reading Comprehension | RACE | 75 | May 26, 2026 |
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| Single-Doc Question Answering | LongBench | 75 | Mar 13, 2026 |
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| Tumor segmentation | CH dataset | 75 | Feb 26, 2026 |
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| Reasoning Video Object Segmentation | ReVOS Reasoning | 75 | May 15, 2026 |
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| Camera pose estimation | SUN3D (Known Scene) | 75 | Jun 4, 2026 |
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| Text Rendering | CVTG-2K | 75 | May 13, 2026 |
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| Object Hallucination Evaluation | A-OKVQA POPE (Random) | 75 | Jun 30, 2026 |
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| Text-to-Image Generation | GenEval++ | 75 | May 29, 2026 |
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| Federated Learning Poisoning Attack Mitigation | CSE-CIC-IDS2018 (test) | 75 | Feb 26, 2026 |
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| Federated Learning Poisoning Attack Mitigation | CIC-Darknet 2020 (test) | 75 | Feb 26, 2026 |
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| Scientific Reasoning | GPQA | 75 | Mar 31, 2026 |
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