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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 |
|---|---|---|---|---|
| Chatbot Workload | 4 | 2 | Apr 2, 2026 | |
| Unsupervised Error Diagnosis | 4 | 1 | Apr 21, 2026 | |
| Emergent Misalignment Measurement | 4 | 1 | Mar 6, 2026 | |
| Mathematical Word Problem Solving | 4 | 8 | May 27, 2026 | |
| Failure Flipping | 4 | 1 | Feb 18, 2026 | |
| LLM-as-judge head-to-head comparison | 4 | 1 | Mar 4, 2026 | |
| Jailbreak Transferability | 4 | 1 | Mar 4, 2026 | |
| Stream Generation | 4 | 1 | Feb 27, 2026 | |
| Pairwise Human Preference Prediction |
| 4 |
| 2 |
| May 6, 2026 |
| Binary comparison for commonsense plausibility | 4 | 1 | Apr 21, 2026 |
|---|
| Multi-task Model Merging | 4 | 4 | Jun 18, 2026 |
|---|
| Emotional Support | 4 | 1 | Mar 4, 2026 |
|---|
| False Refusal Evaluation | 4 | 2 | Mar 17, 2026 |
|---|
| Open-ended evaluation | 4 | 4 | Jul 8, 2026 |
|---|
| Response-level Hallucination Detection | 4 | 2 | Jul 7, 2026 |
|---|
| Steerability Correlation Analysis | 4 | 1 | Apr 20, 2026 |
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| Personality Alignment | 4 | 2 | May 1, 2026 |
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| Personality Understanding | 4 | 2 | May 8, 2026 |
|---|
| Email Writing | 4 | 3 | Feb 21, 2026 |
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| Attribute Steering | 4 | 3 | May 13, 2026 |
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| Troubleshooting | 4 | 2 | Mar 13, 2026 |
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| Question Answering and Reasoning | 4 | 4 | Jun 16, 2026 |
|---|
| Multilingual Knowledge Evaluation | 4 | 4 | Jun 8, 2026 |
|---|
| Tool-use behavioral profiling | 4 | 1 | Apr 15, 2026 |
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| Transitive reasoning | 4 | 1 | Apr 15, 2026 |
|---|