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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 |
|---|---|---|---|---|
| Tool-use Inference | 3 | 1 | Apr 16, 2026 | |
| Logical Refinement of Natural Language Explanations | 3 | 1 | Feb 18, 2026 | |
| Reasoning trace quality evaluation | 3 | 1 | Apr 16, 2026 | |
| Policy Question Answering | 3 | 1 | Apr 15, 2026 | |
| Output-based feature description faithfulness | 3 | 1 | Feb 18, 2026 | |
| Instruction Fine-tuning | 3 | 3 | May 8, 2026 | |
| Persona-based Dialogue Generation | 3 | 2 | Feb 19, 2026 | |
| Linear Concept Accessibility and Steering | 3 | 1 | Apr 20, 2026 | |
| 3 |
| 4 |
| Jun 26, 2026 |
| National Policy Generation | 3 | 1 | Feb 18, 2026 |
|---|
| Goal-relevance Evaluation | 3 | 1 | Apr 15, 2026 |
|---|
| AlpacaEval 2.0 | 3 | 1 | Feb 22, 2026 |
|---|
| Multi-hop reasoning and question answering | 3 | 1 | Feb 22, 2026 |
|---|
| Multi-turn dialogue routing | 3 | 1 | Apr 15, 2026 |
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| Fine-grained Knowledge Recall | 3 | 1 | Apr 15, 2026 |
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| Long Reasoning | 3 | 1 | Mar 4, 2026 |
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| Individualistic Value Reasoning | 3 | 1 | Feb 18, 2026 |
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| Reasoning accuracy | 3 | 2 | Apr 8, 2026 |
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| Medical Long-form Answering | 3 | 1 | Feb 18, 2026 |
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| Social Deduction Game Gameplay | 3 | 2 | May 29, 2026 |
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| Controllable multi-objective generation | 3 | 1 | Feb 18, 2026 |
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| Social Interaction | 3 | 4 | Jul 9, 2026 |
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| Follow-up Question Answering | 3 | 1 | Feb 18, 2026 |
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| Dialogue Policy Evaluation | 3 | 1 | Feb 18, 2026 |
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| LoRA Adapter Transfer | 3 | 1 | Apr 15, 2026 |
|---|