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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 |
|---|---|---|---|---|
| Preference-aware Image Generation | 1 | 1 | Mar 24, 2026 | |
| Efficient Fine-tuning | 1 | 1 | Mar 24, 2026 | |
| Long-context understanding and generation | 1 | 1 | Mar 24, 2026 | |
| Knowledge Model Editing | 1 | 1 | Mar 24, 2026 | |
| Multi-agent discussion attack | 1 | 1 | Mar 24, 2026 | |
| Dialectal Bias Evaluation | 1 | 1 | Mar 24, 2026 | |
| Dialogue Session Performance Analysis | 1 | 1 | Mar 24, 2026 | |
| Science and Knowledge Question Answering | 1 | 1 | Mar 24, 2026 |
| Commonsense and Language Reasoning | 1 | 1 | Mar 24, 2026 |
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| Mathematical and Quantitative Reasoning | 1 | 1 | Mar 24, 2026 |
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| Multi-session collaboration | 1 | 1 | Mar 24, 2026 |
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| Negotiation Dialogue | 1 | 1 | Mar 24, 2026 |
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| Long-Context Mathematical Reasoning | 1 | 1 | Mar 24, 2026 |
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| NLU and Question Answering | 1 | 1 | Mar 24, 2026 |
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| Algorithm Recommendation | 1 | 1 | Mar 24, 2026 |
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| Virtual Standardized Patient Simulation | 1 | 1 | Mar 24, 2026 |
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| Multiple-choice Question Reasoning | 1 | 1 | Mar 24, 2026 |
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| Aggregate Reasoning Performance | 1 | 1 | Mar 24, 2026 |
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| Structured-based Jailbreak Attack Defense | 1 | 1 | Mar 24, 2026 |
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| Perturbation-based Jailbreak Attack Defense | 1 | 1 | Mar 24, 2026 |
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| Text-only Jailbreak Attack Defense | 1 | 1 | Mar 24, 2026 |
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| LLM Pacing | 1 | 1 | Mar 25, 2026 |
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| Self-talk Generation | 0 | 0 | Feb 18, 2026 |
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| Image-grounded Dialogue | 0 | 0 | Feb 25, 2026 |
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