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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 | BreakHis | 49 | Jun 30, 2026 | ||
| Image Classification | DomainNet-126 | 49 | Mar 5, 2026 | ||
| Multi-modal Reasoning | MMVet (test) | 49 | May 26, 2026 | ||
| Text Summarization | DialogueSUM (test) | 49 | Mar 18, 2026 | ||
| Over-refusal | Wildjailbreak (Benign) | 49 | Mar 17, 2026 | ||
| Retinal Anomaly Detection | OCTDL (test) |
| 49 |
| Feb 26, 2026 |
| Motion | nuScenes (val) | 49 | Apr 3, 2026 |
|---|
| Harmful Meme Detection | FHM | 49 | May 29, 2026 |
|---|
| Robotic Manipulation | RLBench (test) | 49 | Mar 20, 2026 |
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| Object Hallucination Probing | GQA POPE Popular | 49 | Apr 10, 2026 |
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| Super-Resolution | Urban100 | 49 | Jun 19, 2026 |
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| MRI Super-Resolution | fastMRI Brain T2-weighted (test) | 48 | Jul 8, 2026 |
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| Backdoor Poisoning Sample Isolation | CIFAR10 (train) | 48 | Jul 8, 2026 |
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| Dataset Splitting for Backdoor Defense | GTSRB | 48 | Jul 8, 2026 |
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| Gene Regulatory Network Inference | Simulated Gene Regulatory Network full sweep | 48 | Jul 7, 2026 |
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| Speech Reconstruction | LibriTTS + ESC-50 clean-100 (test) | 48 | Jul 7, 2026 |
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| State Estimation | Lorenz-96 arctan observation operator | 48 | Jul 2, 2026 |
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| State Estimation | Lorenz-96 quadratic capped observation operator (test) | 48 | Jul 2, 2026 |
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| LLM Prefill throughput | LLM Prompt Length 512 (pp512) | 48 | Jul 2, 2026 |
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| LLM Prefill throughput | LLM Prompt Length 256 (pp256) | 48 | Jul 2, 2026 |
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| LLM Prefill throughput | LLM Prompt Length 128 (pp128) | 48 | Jul 2, 2026 |
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| Diffusion Adaptation | Elementfire | 48 | Jul 1, 2026 |
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| Diffusion Adaptation | Hornify | 48 | Jul 1, 2026 |
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| Diffusion Adaptation | Expedition | 48 | Jul 1, 2026 |
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| Diffusion Adaptation | Cyberpunk | 48 | Jul 1, 2026 |
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