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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 |
|---|---|---|---|---|
| Self-confidence estimation | 3 | 1 | Feb 20, 2026 | |
| Stylized Text Generation | 3 | 1 | Feb 18, 2026 | |
| Multi-turn Interaction | 3 | 2 | Mar 27, 2026 | |
| Fine-grained Knowledge Recall | 3 | 1 | Apr 15, 2026 | |
| Multi-turn dialogue routing | 3 | 1 | Apr 15, 2026 | |
| Long-form factuality evaluation | 3 | 1 | Apr 15, 2026 | |
| LoRA Adapter Transfer | 3 | 1 | Apr 15, 2026 | |
| Social Deduction Game Gameplay | 3 | 2 | May 29, 2026 | |
| 3 |
| 2 |
| Jun 11, 2026 |
| Toxicity Steering | 3 | 2 | Jun 2, 2026 |
|---|
| Goal-relevance Evaluation | 3 | 1 | Apr 15, 2026 |
|---|
| Memory Evaluation | 3 | 2 | Jun 2, 2026 |
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| Text-to-Image In-Context Learning | 3 | 2 | Jul 9, 2026 |
|---|
| Reasoning Fidelity | 2 | 1 | Apr 14, 2026 |
|---|
| Branching Accuracy | 2 | 1 | Feb 18, 2026 |
|---|
| Multi-step reasoning and knowledge retrieval | 2 | 1 | Apr 14, 2026 |
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| Open-ended arithmetic reasoning | 2 | 1 | Apr 14, 2026 |
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| Proactive information probing | 2 | 1 | Apr 14, 2026 |
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| Constitutional AI Alignment | 2 | 1 | Feb 19, 2026 |
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| Real-trace replay validation | 2 | 1 | Apr 14, 2026 |
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| Multi-turn Jailbreak Evaluation | 2 | 1 | Apr 14, 2026 |
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| Math Word Problem Preference | 2 | 1 | Apr 14, 2026 |
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| Broad Knowledge Question Answering | 2 | 1 | Apr 14, 2026 |
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| Skill Invocation Safety Auditing | 2 | 1 | Apr 14, 2026 |
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| Loop Suppression | 2 | 1 | Apr 14, 2026 |
|---|