Loading the SOTA2 catalog…
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 |
|---|---|---|---|---|---|
| Multiple-choice Visual Question Answering | PMC-VQA (test) | 50 | Feb 26, 2026 | ||
| Mathematical Reasoning | MATH | 50 | Feb 26, 2026 | ||
| Question Answering | ASQA (test) | 50 | Apr 10, 2026 | ||
| Shape Matching | SHREC'19 | 50 | Jun 30, 2026 | ||
| Change Detection | SYSU-CD | 50 | Feb 26, 2026 | ||
| Language Understanding |
| MMLU |
| 50 |
| Mar 4, 2026 |
| Logical Reasoning | LogiQA (val) | 50 | Feb 26, 2026 |
|---|
| Link Prediction | ogbl-citation2 | 50 | Jul 3, 2026 |
|---|
| Traveling Salesman Problem | TSP procedurally transformed instances Mu 0-9 (test) | 50 | Feb 26, 2026 |
|---|
| Federated Learning Communication Efficiency | CIFAR10 (test) | 50 | Feb 26, 2026 |
|---|
| Model Editing | RIPE | 50 | Apr 23, 2026 |
|---|
| Multilabel Graph Classification | Peptides-func LRGB (test) | 50 | May 8, 2026 |
|---|
| Image Classification | ImageNet-1K 8-shot (test) | 50 | Feb 26, 2026 |
|---|
| Video Question Answering | EgoSchema 500-question subset | 50 | Feb 26, 2026 |
|---|
| Object Hallucination | MSCOCO 500 images 2014 (val) | 50 | Feb 26, 2026 |
|---|
| Visual Tracking | AVisT | 50 | Jul 3, 2026 |
|---|
| Surface Normal Estimation | PASCAL-Context (test) | 50 | Feb 26, 2026 |
|---|
| Text-to-Image Generation | HPSv2 (test) | 50 | May 8, 2026 |
|---|
| Head Pose Estimation | AFLW 3D 2000 (test) | 50 | Jul 7, 2026 |
|---|
| Anomaly Classification | MVTec AD (test) | 50 | Apr 10, 2026 |
|---|
| Anomaly Detection | MVTec LOCO | 50 | Feb 26, 2026 |
|---|
| Human Activity Recognition | RealWorld-HAR | 50 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet-S (test) | 50 | Jun 25, 2026 |
|---|
| Semantic Segmentation | DFC 2020 | 50 | Jun 23, 2026 |
|---|
| No-Reference Video Quality Assessment | LIVE-VQC | 50 | Feb 26, 2026 |
|---|