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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 |
|---|---|---|---|---|
| Offline Constrained RLHF | 2 | 1 | Apr 2, 2026 | |
| Static Multi-Session QA | 2 | 1 | Apr 2, 2026 | |
| Reasoning and Question Answering | 2 | 2 | Jul 2, 2026 | |
| Comparative Reasoning | 2 | 2 | Apr 28, 2026 | |
| Instruction-Guided Grading | 2 | 1 | Apr 2, 2026 | |
| Short-form open-domain QA | 2 | 1 | Apr 2, 2026 | |
| Modality Preference Steering | 2 | 1 | Feb 22, 2026 | |
| Long-horizon dialogue | 2 | 1 | Apr 1, 2026 | |
| Professional Reasoning |
| 2 |
| 2 |
| May 26, 2026 |
| Pluralistic Reward Model Learning | 2 | 1 | Mar 31, 2026 |
|---|
| Free-form Question Answering | 2 | 2 | Jun 4, 2026 |
|---|
| End-to-end RAG | 2 | 2 | May 29, 2026 |
|---|
| Long-form video understanding and instruction following | 2 | 1 | Feb 22, 2026 |
|---|
| LLM Serving Performance | 2 | 1 | Feb 22, 2026 |
|---|
| Prompt Optimization Evaluation | 2 | 1 | Apr 1, 2026 |
|---|
| Knowledge & QA | 2 | 2 | Jun 11, 2026 |
|---|
| Engineering problem-solving | 2 | 2 | Apr 21, 2026 |
|---|
| Ordinal Preference Alignment | 2 | 1 | Apr 7, 2026 |
|---|
| Crisis response generation | 2 | 1 | Apr 3, 2026 |
|---|
| General Model Capability | 2 | 2 | Jun 9, 2026 |
|---|
| Episodic Recollection | 2 | 1 | Feb 22, 2026 |
|---|
| Refusal Prediction | 2 | 2 | May 8, 2026 |
|---|
| Language model training | 2 | 2 | Jun 23, 2026 |
|---|
| Sequential Multi-Task Learning | 2 | 1 | Mar 30, 2026 |
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| Helpfulness preference labeling accuracy | 2 | 1 | Feb 22, 2026 |
|---|