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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 |
|---|---|---|---|---|
| Conversation Synthesis | 1 | 1 | Feb 21, 2026 | |
| Steerability | 1 | 1 | Apr 21, 2026 | |
| Model Inertia measurement | 1 | 1 | Apr 21, 2026 | |
| Spoken Dialogue State Tracking | 1 | 1 | Feb 18, 2026 | |
| Free-form text generation | 1 | 2 | Jun 2, 2026 | |
| Commonsense Plausibility Estimation (Attribute Ranking) | 1 | 1 | Apr 21, 2026 | |
| Commonsense Plausibility Estimation (Free-form Text) | 1 | 1 | Apr 21, 2026 | |
| Conversational Process Model Redesign | 1 | 1 | Apr 21, 2026 | |
| 1 |
| 1 |
| Apr 21, 2026 |
| Any-to-any generation | 1 | 1 | Feb 21, 2026 |
|---|
| cross-cultural recipe adaptation | 1 | 1 | Apr 21, 2026 |
|---|
| Identifying preferred LLM outputs | 1 | 1 | Apr 21, 2026 |
|---|
| Difficulty Correlation with Human Labels | 1 | 1 | Feb 21, 2026 |
|---|
| Math and Science Reasoning | 1 | 1 | Apr 21, 2026 |
|---|
| Difficulty Correlation with LLM Performance | 1 | 1 | Feb 21, 2026 |
|---|
| Speech interaction S2T | 1 | 1 | Apr 21, 2026 |
|---|
| Speech-to-text Instruction Following | 1 | 1 | Apr 21, 2026 |
|---|
| Privacy-preserving LLM Inference | 1 | 1 | Feb 18, 2026 |
|---|
| Difficulty Correlation with LLM Labels | 1 | 1 | Feb 21, 2026 |
|---|
| Information Following | 1 | 1 | Apr 21, 2026 |
|---|
| Multi-modal to Text Generation Latency | 1 | 1 | Feb 21, 2026 |
|---|
| Domain Adaptation Utility | 1 | 1 | Apr 21, 2026 |
|---|
| Pairwise Prediction Success Rate | 1 | 1 | Feb 18, 2026 |
|---|
| Open-domain Reasoning | 1 | 1 | Feb 21, 2026 |
|---|
| Metric Correlation with Steering | 1 | 1 | Apr 21, 2026 |
|---|