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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 |
|---|---|---|---|---|---|
| Human Activity Recognition | XRF55 | 45 | Apr 8, 2026 | ||
| Operations Research Modeling and Solving | NLP4LP | 45 | Jun 26, 2026 | ||
| Multi-Object Tracking | MOT20 High Density | 45 | Apr 2, 2026 | ||
| Anomaly Detection | MSL | 45 | May 26, 2026 | ||
| Classification | Churn | 45 | Jun 9, 2026 | ||
| Gaze Estimation |
| EyeDiap DE (test) |
| 45 |
| May 27, 2026 |
| Hyperspectral Semantic Segmentation | H-City C: 128 (test) | 45 | Mar 30, 2026 |
|---|
| Physical Commonsense Reasoning | PiQA | 45 | Apr 14, 2026 |
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| Video-to-Text Retrieval | MSRVTT | 45 | Jun 18, 2026 |
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| Model Fingerprinting | Tiny-ImageNet | 45 | Mar 27, 2026 |
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| Targeted Prompt Injection | ShipManager | 45 | Mar 26, 2026 |
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| Targeted Prompt Injection | ExpediaBooking | 45 | Mar 26, 2026 |
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| Targeted Prompt Injection | GetWeather | 45 | Mar 26, 2026 |
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| Targeted Prompt Injection | GetProduct | 45 | Mar 26, 2026 |
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| Federated Time Series Forecasting | FHWA | 45 | Mar 25, 2026 |
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| Federated Time Series Forecasting | PDCCH | 45 | Mar 25, 2026 |
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| Multimodal Mathematical Reasoning | MathVerse mini | 45 | Jul 7, 2026 |
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| Conditional Image Generation | ImageNet 256x256 (val) | 45 | Apr 1, 2026 |
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| Visual Question Answering | VQA v2 | 45 | May 25, 2026 |
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| Hallucination detection | RAGTruth CNN/DM (subsample) | 45 | Mar 24, 2026 |
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| Hallucination detection | RAGTruth MS MARCO (subsample) | 45 | Mar 24, 2026 |
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| Sequential Recommendation | Yelp | 45 | May 28, 2026 |
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| Multiple Choice Question Answering | PathMMU (val) | 45 | Jun 9, 2026 |
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| Personalization | Multi-Bench (MB) | 45 | Mar 23, 2026 |
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| Personalization | PRISM | 45 | Mar 23, 2026 |
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