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SOTA2 Research · tasks
Explore the problems researchers are working on and the benchmarks used to measure progress.
| Task Name | Domain | Benchmarks | Papers | Last Update |
|---|---|---|---|---|
| Medical Multi-choice Question Answering | 1 | 1 | Feb 22, 2026 | |
| Embodied Visual Question Answering | 1 | 5 | Jun 11, 2026 | |
| Medical Question Answering / Clinical Simulation | 1 | 1 | Mar 11, 2026 | |
| End-to-End Document Question Answering | 1 | 1 | Apr 24, 2026 | |
| Medical Question Answering Robustness | 1 | 1 | May 26, 2026 | |
| End-to-end Conversational Question Answering | 1 | 1 | Apr 10, 2026 | |
| Medical Visual Question Answering (Free-text) | 1 | 1 | Apr 10, 2026 | |
| Agent Memory Question Answering |
| 1 |
| 1 |
| Feb 19, 2026 |
| Autonomous Driving Question Answering | 1 | 1 | Mar 9, 2026 |
|---|
| Closed-set Question Answering | 1 | 1 | Feb 18, 2026 |
|---|
| Medical Visual Question Answering / Tool-use | 1 | 1 | Mar 11, 2026 |
|---|
| Medical Visual Question Answering and Reasoning | 1 | 1 | Apr 16, 2026 |
|---|
| Cloze Question Answering | 1 | 1 | Feb 18, 2026 |
|---|
| Memory-based Question Answering | 1 | 1 | Mar 19, 2026 |
|---|
| Mental Health Question Answering | 1 | 1 | Jun 23, 2026 |
|---|
| Bank Statement Question Answering | 1 | 1 | Jun 19, 2026 |
|---|
| Entity-Swap Question Answering | 1 | 1 | Jun 4, 2026 |
|---|
| Modality-specific Medical Visual Question Answering | 1 | 1 | Feb 18, 2026 |
|---|
| Episodic Memory Embodied Question Answering | 1 | 1 | Jun 24, 2026 |
|---|
| Motion-based Question Answering | 1 | 1 | Feb 18, 2026 |
|---|
| Episodic Memory Question Answering (Egocentric pixel) | 1 | 1 | Feb 18, 2026 |
|---|
| Movie Question Answering | 1 | 1 | Feb 18, 2026 |
|---|
| Episodic Memory Question Answering (Top-down map) | 1 | 1 | Feb 18, 2026 |
|---|
| Multi-Doc Question Answering | 1 | 1 | May 12, 2026 |
|---|
| Multi-Image Fine-Grained Question Answering | 1 | 1 | Feb 20, 2026 |
|---|