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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 |
|---|---|---|---|---|---|
| Image Classification | iWildCam (test) | 45 | May 12, 2026 | ||
| Classification | Credit Card Fraud (test) | 45 | Jun 4, 2026 | ||
| Classification | Airline Passenger Satisfaction (test) | 45 | May 12, 2026 | ||
| Membership Inference Attack Ranking | Synthetic Data Release (1,525 runs) | 45 | May 12, 2026 | ||
| Agentic reasoning | ALFWorld |
| 45 |
| May 12, 2026 |
| Question Answering | ARC | 45 | Jun 4, 2026 |
|---|
| Node Classification | Questions non-overlapping subgraph partitioning | 45 | May 8, 2026 |
|---|
| Node Classification | Tolokers (non-overlapping subgraph partitioning) | 45 | May 8, 2026 |
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| Node Classification | Minesweeper non-overlapping subgraph partitioning | 45 | May 8, 2026 |
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| Node Classification | Amazon-ratings non-overlapping subgraph partitioning | 45 | May 8, 2026 |
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| Node Classification | Roman-empire non-overlapping subgraph partitioning | 45 | May 8, 2026 |
|---|
| Virtual Screening | 100 Proteins | 45 | May 8, 2026 |
|---|
| User preference prediction | Movie Pref (test) | 45 | May 4, 2026 |
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| User preference prediction | Anime Pref (test) | 45 | May 4, 2026 |
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| User preference prediction | Book Pref (test) | 45 | May 4, 2026 |
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| User preference prediction | Steam Pref (test) | 45 | May 4, 2026 |
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| Fact verification | PubMed (test) | 45 | May 4, 2026 |
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| Citation prediction | NFCorpus (test) | 45 | May 4, 2026 |
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| Multi-choice ranking | Multi-Condition Ranking (test) | 45 | May 4, 2026 |
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| Vehicle Routing Problem Optimization | VRPMB (100-node instances) | 45 | May 1, 2026 |
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| Roadmap generation | RoadMapper Combined English & Chinese | 45 | May 1, 2026 |
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| Roadmap generation | RoadMapper Chinese | 45 | May 1, 2026 |
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| Roadmap generation | RoadMapper English | 45 | May 1, 2026 |
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| Image Clustering | Hip radiographs (X-rays) for Singh Index grading (test) | 45 | May 1, 2026 |
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| kNN Search | ABC Dataset | 45 | Apr 24, 2026 |
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