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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 |
|---|---|---|---|---|---|
| 3D Object Detection | KITTI Pedestrian (test) | 75 | Mar 19, 2026 | ||
| Semantic Segmentation | PASCAL-Context 59 classes (test) | 75 | Feb 26, 2026 | ||
| Relation Detection | VRD (test) | 75 | Feb 27, 2026 | ||
| Text Summarization | Gigaword (test) |
| 75 |
| Feb 26, 2026 |
| Mathematical Reasoning | MathVista mini (test) | 75 | Mar 13, 2026 |
|---|
| Mean Accuracy Evaluation | NORMAD-ETI (test) | 75 | Feb 26, 2026 |
|---|
| Information Retrieval | BEIR v1.0.0 (test) | 75 | Apr 28, 2026 |
|---|
| Planning | NAVSIM (test) | 75 | Jun 29, 2026 |
|---|
| Audio Captioning | Clotho 2.1 (test) | 75 | Jun 4, 2026 |
|---|
| Embodied AI Instruction Following | ALFRED (test) | 74 | Jun 15, 2026 |
|---|
| Dialogue Evaluation | MT-Bench | 74 | Jul 7, 2026 |
|---|
| Side-channel attack | HW-AES-H2 | 74 | Apr 28, 2026 |
|---|
| Machine Unlearning | WMDP | 74 | Apr 24, 2026 |
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| Machine Unlearning | RWKU | 74 | Apr 24, 2026 |
|---|
| Model Poisoning Attack | Purchase cross-device (test) | 74 | Apr 13, 2026 |
|---|
| Node Classification | Computers | 74 | Jul 3, 2026 |
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| Binary Classification | TabArena | 74 | Jun 4, 2026 |
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| Long Video Generation | VBench-Long 60 seconds | 74 | Jun 2, 2026 |
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| Word Similarity | MEN | 74 | May 11, 2026 |
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| Common Sense Reasoning | Six common sense reasoning tasks | 74 | Jul 7, 2026 |
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| Drone-to-Satellite Cross-view Geo-localization | SUES-200 150m | 74 | May 12, 2026 |
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| Short-term forecasting | M4 | 74 | Mar 17, 2026 |
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| Question Answering | ARC-Easy (test) | 74 | May 19, 2026 |
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| Closed-loop Autonomous Driving | Bench2Drive | 74 | May 1, 2026 |
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| Zero-shot Evaluation | Evaluation Tasks Zero-shot Aggregate | 74 | May 20, 2026 |
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