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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 |
|---|---|---|---|---|
| Text Alignment | 6 | 6 | Jun 11, 2026 | |
| Jailbreak Attack Success | 6 | 5 | Jun 16, 2026 | |
| Controllability Robustness Prediction | 6 | 1 | Mar 4, 2026 | |
| Motivational Interviewing Dialogue Evaluation | 6 | 2 | May 11, 2026 | |
| LLM Performance Estimation | 6 | 2 | Jun 17, 2026 | |
| Long-context Summarization | 6 | 4 | May 20, 2026 | |
| Question Answering with Abstention | 6 | 3 | May 12, 2026 | |
| Multi-Task Reasoning | 6 | 7 | May 12, 2026 | |
| 6 |
| 4 |
| May 28, 2026 |
| Directness | 6 | 1 | Mar 6, 2026 |
|---|
| Honesty Alignment | 6 | 2 | May 19, 2026 |
|---|
| Presentation Generation | 6 | 4 | Jun 17, 2026 |
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| Speech Instruction-Following | 6 | 3 | Jun 26, 2026 |
|---|
| First Incorrect Step Identification | 6 | 1 | Feb 27, 2026 |
|---|
| Knowledge-Grounded Dialogue Generation | 6 | 6 | Feb 27, 2026 |
|---|
| Zero-shot Prediction | 6 | 3 | May 26, 2026 |
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| Instruction Generation | 6 | 4 | Apr 10, 2026 |
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| Deep Research Evaluation | 6 | 2 | May 27, 2026 |
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| Multi-turn Visual Question Answering | 6 | 1 | Mar 24, 2026 |
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| Quality Evaluation | 6 | 2 | Apr 14, 2026 |
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| Robot Instruction Following | 6 | 2 | Jun 1, 2026 |
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| Conversational Question Generation | 6 | 3 | Feb 18, 2026 |
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| General Instruction Following | 6 | 12 | Jul 7, 2026 |
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| Episodic Memory Recall | 6 | 1 | Feb 22, 2026 |
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| Episodic Memory Retrieval | 6 | 1 | Feb 22, 2026 |
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