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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 |
|---|---|---|---|---|
| Downstream Generation and Ranking Alignment | 1 | 1 | Apr 23, 2026 | |
| Personalized Dialogue | 1 | 1 | Apr 23, 2026 | |
| LLM adoption forecasting | 1 | 1 | Apr 23, 2026 | |
| Counseling Dialogue Generation | 1 | 1 | Apr 23, 2026 | |
| End-to-End Task-Oriented Dialog | 1 | 2 | Mar 11, 2026 | |
| Potential risk reasoning | 1 | 1 | Feb 21, 2026 | |
| Counseling Accuracy Evaluation | 1 | 1 | Apr 23, 2026 | |
| Scenario-based Reasoning (Overall) | 1 | 1 | Feb 18, 2026 | |
| Empathy Response Generation |
| 1 |
| 1 |
| Feb 21, 2026 |
| Logic Puzzle Solving | 1 | 2 | Jun 8, 2026 |
|---|
| InstructTTS | 1 | 1 | Feb 21, 2026 |
|---|
| Compositional Task Success | 1 | 1 | Apr 23, 2026 |
|---|
| Multi-agent interaction and social reasoning | 1 | 1 | Apr 23, 2026 |
|---|
| Speech-to-speech/text instruction following | 1 | 1 | Feb 21, 2026 |
|---|
| Multi-agent research collaboration | 1 | 1 | Apr 23, 2026 |
|---|
| Problem-solving performance evaluation | 1 | 1 | Feb 18, 2026 |
|---|
| Instruction Alignment | 1 | 1 | Apr 23, 2026 |
|---|
| Response Preference Evaluation | 1 | 3 | Jul 7, 2026 |
|---|
| Prevention Reasoning | 1 | 1 | Apr 24, 2026 |
|---|
| Long-form Song Generation | 1 | 1 | Feb 21, 2026 |
|---|
| Privacy Expectation Alignment | 1 | 1 | Apr 24, 2026 |
|---|
| Reward Inference | 1 | 1 | Feb 18, 2026 |
|---|
| Vignette Completeness | 1 | 1 | Apr 24, 2026 |
|---|
| Instruction-following Text-to-Speech | 1 | 1 | Feb 21, 2026 |
|---|
| Multi-Player Social Reasoning and Strategy | 1 | 1 | Apr 24, 2026 |
|---|