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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 |
|---|---|---|---|---|
| Personalized response selection | 5 | 1 | Feb 18, 2026 | |
| Tool Invocation Refusal | 5 | 1 | Apr 14, 2026 | |
| Social Interaction Evaluation | 5 | 2 | Jun 5, 2026 | |
| Sequential Composition Generalization | 5 | 1 | Apr 14, 2026 | |
| Lifelong Model Editing | 5 | 2 | May 13, 2026 | |
| Free Q&A | 5 | 1 | Feb 18, 2026 | |
| Disruption | 4 | 1 | Apr 10, 2026 | |
| Aggregate Benchmark Evaluation | 4 | 2 | May 14, 2026 | |
| Therapeutic Game Evaluation |
| 4 |
| 1 |
| Apr 14, 2026 |
| Proactive next utterance prediction | 4 | 1 | Feb 19, 2026 |
|---|
| Multi-turn Dialogue Response Generation | 4 | 2 | Feb 19, 2026 |
|---|
| CoT Naturalness | 4 | 1 | Apr 10, 2026 |
|---|
| Multi-party Dialogue Generation | 4 | 1 | Apr 10, 2026 |
|---|
| CoT Soundness Evaluation | 4 | 1 | Apr 10, 2026 |
|---|
| Accuracy | 4 | 5 | Jun 16, 2026 |
|---|
| Information Analysis and Processing | 4 | 1 | Apr 8, 2026 |
|---|
| Long-Horizon Stability | 4 | 2 | May 14, 2026 |
|---|
| Pairwise Evaluation | 4 | 2 | Jun 1, 2026 |
|---|
| Knowledge Distillation Robustness | 4 | 1 | Apr 8, 2026 |
|---|
| Reasoning over Large Structured Context | 4 | 1 | Apr 8, 2026 |
|---|
| Chain-of-reasoning | 4 | 1 | Feb 19, 2026 |
|---|
| Compositional Steering | 4 | 1 | Feb 19, 2026 |
|---|
| Memory Extraction | 4 | 5 | Jun 25, 2026 |
|---|
| Skill Composition | 4 | 2 | Jun 17, 2026 |
|---|
| Multi-turn information acquisition | 4 | 1 | Apr 7, 2026 |
|---|