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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 |
|---|---|---|---|---|---|
| Misalignment Detection | Workbench n=62 (general) | 30 | Jul 3, 2026 | ||
| Misalignment Detection | Agent-SafetyBench underspecified queries n=148 | 30 | Jul 3, 2026 | ||
| Node Classification | Products-CL | 30 | Jul 2, 2026 | ||
| Text Generation | OpenWebText | 30 | Jul 2, 2026 | ||
| Text-to-Image Generation | LongTextBench |
| 30 |
| Jul 1, 2026 |
| Text-to-Image Generation | TextScenesHQ | 30 | Jul 1, 2026 |
|---|
| Super-Resolution | DIV2K 2017 (test) | 30 | Jun 30, 2026 |
|---|
| Tabular Classification | Anemia | 30 | Jun 30, 2026 |
|---|
| Parameter estimation | Synthetic AR(5) stationary process 1M sample size (test) | 30 | Jun 29, 2026 |
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| Artifact Removal | Synthetic Artifacts Cityscapes-based | 30 | Jun 29, 2026 |
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| Web Navigation | WebVoyager OOD | 30 | Jun 26, 2026 |
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| Safety Classification | AEGIS 2 | 30 | Jul 8, 2026 |
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| Multimodal Performance Evaluation | MME perception | 30 | Jun 30, 2026 |
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| Classification | ImageNet 30 20-10 class split Closed-set (test) | 30 | Jun 26, 2026 |
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| Fact Verification | FEVER | 30 | Jun 25, 2026 |
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| Knowledge Conflict Resolution | Conflicts | 30 | Jun 25, 2026 |
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| MM 2D Grounding | CountBenchQA | 30 | Jul 7, 2026 |
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| Code Understanding | CRUX (test) | 30 | Jun 24, 2026 |
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| Formal Logic Reasoning | MMLU formal_logic (test) | 30 | Jun 24, 2026 |
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| Text generation | 1024 samples | 30 | Jun 24, 2026 |
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| Text generation | uniform DFM backbone 1024 samples | 30 | Jun 24, 2026 |
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| Backdoor Attack | SIDER | 30 | Jun 23, 2026 |
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| Backdoor Attack | BBBP | 30 | Jun 23, 2026 |
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| Air Traffic Flow and Capacity Management | ATFCM Scenarios (aggregated) | 30 | Jun 23, 2026 |
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| Classification | 3D Normal Data d=3 | 30 | Jun 23, 2026 |
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