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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 |
|---|---|---|---|---|
| LLM Robustness Evaluation | 2 | 2 | Mar 20, 2026 | |
| Single-session-assistant | 2 | 1 | Feb 27, 2026 | |
| Multi-session | 2 | 1 | Feb 27, 2026 | |
| Knowledge-update | 2 | 1 | Feb 27, 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 | |
| Single-session-user | 2 | 1 | Feb 27, 2026 | |
| Engineering problem-solving |
| 2 |
| 2 |
| Apr 21, 2026 |
| Reasoning and Problem Solving | 2 | 1 | Feb 18, 2026 |
|---|
| Clarifying Questions | 2 | 1 | Feb 22, 2026 |
|---|
| Tutoring Evaluation | 2 | 2 | May 29, 2026 |
|---|
| General Alignment | 2 | 2 | May 14, 2026 |
|---|
| Chit-chat Dialogue | 2 | 1 | Feb 18, 2026 |
|---|
| Deception Evaluation | 2 | 1 | Mar 31, 2026 |
|---|
| Medical Knowledge Editing | 2 | 1 | Feb 22, 2026 |
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| Static Multi-Session QA | 2 | 1 | Apr 2, 2026 |
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| Knowledge & QA | 2 | 2 | Jun 11, 2026 |
|---|
| Therapeutic Dialogue Generation | 2 | 1 | Feb 22, 2026 |
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| Sequential Multi-Task Learning | 2 | 1 | Mar 30, 2026 |
|---|
| Interactive query answering | 2 | 1 | Mar 27, 2026 |
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| Long-Horizon Search Intelligence | 2 | 1 | Mar 27, 2026 |
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| Long-term preference alignment | 2 | 1 | Mar 27, 2026 |
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| Strike | 2 | 2 | Apr 1, 2026 |
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| General Knowledge and Instruction Following | 2 | 1 | Mar 27, 2026 |
|---|