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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 |
|---|---|---|---|---|---|
| Click-Through Rate Prediction | Criteo (val) | 60 | Feb 26, 2026 | ||
| Monocular depth estimation | BONN | 60 | May 29, 2026 | ||
| Time-series Classification | PAMAP2 | 60 | Jun 24, 2026 | ||
| Long Video Understanding | MLVU (test) |
| 60 |
| May 4, 2026 |
| Open-Vocabulary Semantic Segmentation | COCOStuff (val) | 60 | Feb 26, 2026 |
|---|
| Knowledge Base Question Answering | WebQSP Freebase (test) | 60 | Jun 2, 2026 |
|---|
| Point Cloud Classification | KITTI (test) | 60 | Feb 26, 2026 |
|---|
| Medical Image Segmentation | Kvasir | 60 | Jul 8, 2026 |
|---|
| Zero-shot performance evaluation | LM Eval Harness (HellaSwag, BoolQ, WinoGrande, PiQA, ARC-easy, ARC-challenge) zero-shot | 60 | Feb 26, 2026 |
|---|
| Oriented Object Detection | STAR (test) | 60 | Feb 26, 2026 |
|---|
| Action Recognition | UCF-101 | 60 | Apr 21, 2026 |
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| Semantic Segmentation | Kvasir-SEG (test) | 60 | May 8, 2026 |
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| AI-generated text detection | XSum Generated by Claude3 (test) | 60 | Feb 26, 2026 |
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| AI-generated text detection | XSum Generated by GPT-4 (test) | 60 | Feb 26, 2026 |
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| AI-generated text detection | XSum Generated by ChatGPT (test) | 60 | Feb 26, 2026 |
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| Machine Unlearning | TOFU (10%) | 60 | Jun 25, 2026 |
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| Logical Reasoning | FOLIO (test) | 60 | Jun 15, 2026 |
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| Multi-label lesion classification | TG-GATES rat liver independent test cohort (test) | 60 | Feb 26, 2026 |
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| Mathematical Problem Solving | Gaokao MathQA | 60 | Mar 24, 2026 |
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| Salient Object Detection | USOD10k | 60 | Jul 3, 2026 |
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| Multimodal Reasoning | SEED-Bench Image | 60 | Jun 2, 2026 |
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| Image Classification | RSC11 | 60 | Jun 23, 2026 |
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| Image Classification | OPTIMAL-31 | 60 | Jun 23, 2026 |
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| Image Classification | MLRSNet | 60 | Jun 23, 2026 |
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| Image Classification | RSI-CB256 | 60 | Jun 23, 2026 |
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