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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 |
|---|---|---|---|---|
| Multistep Soft Reasoning | 3 | 5 | Jun 30, 2026 | |
| Preference Labeling | 3 | 1 | Apr 21, 2026 | |
| Meeting Planning | 3 | 3 | Jun 4, 2026 | |
| Instruction Following and Safety Evaluation | 3 | 3 | May 8, 2026 | |
| Black-box system prompt extraction | 3 | 1 | Feb 18, 2026 | |
| Reasoning failure prediction | 3 | 1 | Apr 21, 2026 | |
| ECG dialogue response quality evaluation | 3 | 1 | Feb 18, 2026 | |
| Conversational Memory | 3 | 4 | Jun 4, 2026 |
| Instruction-based Video Editing | 3 | 3 | Jun 30, 2026 |
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| Bayesian Assessment of Sycophancy | 3 | 1 | Apr 21, 2026 |
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| Sycophancy Assessment | 3 | 1 | Apr 21, 2026 |
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| Knowledge Forgetting | 3 | 1 | May 12, 2026 |
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| Reasoning trace quality evaluation | 3 | 1 | Apr 16, 2026 |
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| Continual Instruction Following | 3 | 2 | Feb 18, 2026 |
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| Out-of-Distribution Reasoning | 3 | 4 | May 8, 2026 |
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| Linear Concept Accessibility and Steering | 3 | 1 | Apr 20, 2026 |
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| Tool-use Inference | 3 | 1 | Apr 16, 2026 |
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| Prefill | 3 | 3 | Jun 5, 2026 |
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| Policy Question Answering | 3 | 1 | Apr 15, 2026 |
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| Rubric satisfaction evaluation | 3 | 1 | Feb 21, 2026 |
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| Task Decomposition | 3 | 3 | Jun 24, 2026 |
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| Human Evaluation of Explanations | 3 | 2 | Jun 24, 2026 |
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| Goal-relevance Evaluation | 3 | 1 | Apr 15, 2026 |
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| Multi-Turn Function Calling | 3 | 4 | May 28, 2026 |
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| Multi-turn dialogue routing | 3 | 1 | Apr 15, 2026 |
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