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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 |
|---|---|---|---|---|
| Strategic Negotiation | 4 | 1 | Apr 21, 2026 | |
| Steerability Correlation Analysis | 4 | 1 | Apr 20, 2026 | |
| Deductive logical reasoning | 4 | 1 | Feb 27, 2026 | |
| KV Cache Quantization | 4 | 2 | Jun 24, 2026 | |
| Targeted Refusal | 4 | 2 | Apr 15, 2026 | |
| Knowledge-grounded dialog | 4 | 2 | Apr 23, 2026 | |
| Personalized retrieval and QA over heterogeneous user corpora | 4 | 1 | May 4, 2026 | |
| Output Diversity | 4 | 4 | Jun 1, 2026 | |
| Binary comparison for commonsense plausibility |
| 4 |
| 1 |
| Apr 21, 2026 |
| PII Disclosure Mitigation | 4 | 1 | Apr 21, 2026 |
|---|
| Personality Alignment | 4 | 2 | May 1, 2026 |
|---|
| Emotional Support | 4 | 1 | Mar 4, 2026 |
|---|
| Proactive Assistant Evaluation | 4 | 1 | Feb 18, 2026 |
|---|
| Transitive reasoning | 4 | 1 | Apr 15, 2026 |
|---|
| Tool-use behavioral profiling | 4 | 1 | Apr 15, 2026 |
|---|
| General AI Assistant | 4 | 5 | Jun 5, 2026 |
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| Chat & Instruction Following | 4 | 2 | Jul 7, 2026 |
|---|
| Reasoning-Aware Threat Detection | 4 | 1 | Mar 4, 2026 |
|---|
| General AI Assistant Task | 4 | 14 | Jun 30, 2026 |
|---|
| Narrative Generation | 4 | 4 | May 12, 2026 |
|---|
| Arithmetical puzzle solving | 4 | 1 | Feb 18, 2026 |
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| Multilingual Reasoning and Language Understanding | 4 | 1 | Apr 15, 2026 |
|---|
| Open-ended evaluation | 4 | 4 | Jul 8, 2026 |
|---|
| Long-context recall | 4 | 2 | Jun 30, 2026 |
|---|
| Explanation self-consistency | 4 | 1 | Apr 14, 2026 |
|---|