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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 |
|---|---|---|---|---|---|
| Video Moment Retrieval | TACoS (test) | 111 | May 29, 2026 | ||
| Color Image Denoising | McMaster | 111 | Mar 30, 2026 | ||
| Monocular Depth Estimation | ScanNet | 111 | Jun 12, 2026 | ||
| Link Prediction | Reddit (inductive) |
| 111 |
| May 18, 2026 |
| Few-Shot Class-Incremental Learning | CIFAR100 | 111 | Jun 24, 2026 |
|---|
| LiDAR Semantic Segmentation | SemanticKITTI 1.0 (test) | 111 | May 19, 2026 |
|---|
| Medical Image Segmentation | LA Atrial Segmentation Challenge 2018 (evaluation) | 111 | Mar 11, 2026 |
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| Action Recognition | Diving-48 | 111 | May 25, 2026 |
|---|
| Audio Classification | ESC-50 (test) | 111 | Jun 16, 2026 |
|---|
| Video Recognition | UCF101 | 111 | May 28, 2026 |
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| Video-to-Text Retrieval | DiDeMo (test) | 111 | Apr 14, 2026 |
|---|
| Neural Architecture Search | CIFAR-10 NAS-Bench-201 (val) | 111 | May 19, 2026 |
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| Video Captioning | MSVD (test) | 111 | Feb 27, 2026 |
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| Image Clustering | CIFAR-100 | 111 | Apr 14, 2026 |
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| Machine Reading Comprehension | RACE (test) | 111 | Feb 26, 2026 |
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| Visual Entailment | SNLI-VE (val) | 111 | May 8, 2026 |
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| Image Classification | Birdsnap | 111 | Feb 26, 2026 |
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| Out-of-distribution Detection | CIFAR-100 SVHN in-distribution out-of-distribution (test) | 111 | Jul 8, 2026 |
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| Human Parsing | LIP (val) | 111 | Feb 26, 2026 |
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| Image Denoising | 14 images | 111 | Feb 26, 2026 |
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| Traffic Flow Forecasting | PEMS08 (test) | 111 | May 26, 2026 |
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| Traffic Flow Forecasting | PEMS04 (test) | 111 | May 26, 2026 |
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| Visual Question Answering | V*Bench | 111 | Jul 7, 2026 |
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| Hallucination reduction | CAA hallucination benchmark multiple-choice | 110 | Jun 9, 2026 |
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| Safety Evaluation | BeaverTails (test) | 110 | May 26, 2026 |
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