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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 |
|---|---|---|---|---|
| Memory-based Question Answering | 1 | 1 | Mar 19, 2026 | |
| Conversational Language Modeling | 1 | 1 | Mar 19, 2026 | |
| Steerable Value Alignment | 1 | 1 | Feb 19, 2026 | |
| Hallucination Interpretation | 1 | 1 | Mar 19, 2026 | |
| Expert Evaluation | 1 | 1 | Feb 18, 2026 | |
| Step-level Correctness Discrimination | 1 | 1 | Feb 19, 2026 | |
| Verbal Feedback Evaluation | 1 | 1 | Mar 19, 2026 | |
| Human Evaluation of Dialogue | 1 | 1 | Feb 18, 2026 | |
| Multi-turn Psychological Counseling Dialogue Generation |
| 1 |
| 1 |
| Feb 18, 2026 |
| Synthetic recall | 1 | 1 | Mar 19, 2026 |
|---|
| Many-shot in-context learning | 1 | 1 | Mar 19, 2026 |
|---|
| Multi-round co-reference resolution | 1 | 1 | Mar 19, 2026 |
|---|
| Preference Adaptation | 1 | 1 | Feb 19, 2026 |
|---|
| Fact chaining & relational reasoning | 1 | 1 | Mar 19, 2026 |
|---|
| Chat Benchmark | 1 | 2 | Feb 18, 2026 |
|---|
| Novelty Alignment | 1 | 1 | Feb 19, 2026 |
|---|
| Generation w/ citations | 1 | 1 | Mar 19, 2026 |
|---|
| Cultural Pluralism Alignment (Cultural Knowledge) | 1 | 1 | Feb 19, 2026 |
|---|
| Multimodal Dialogue Generation | 1 | 2 | Feb 20, 2026 |
|---|
| Cultural Pluralism Alignment (Cultural Values) | 1 | 1 | Feb 19, 2026 |
|---|
| Interactive Serving | 1 | 1 | Mar 19, 2026 |
|---|
| Vision-Language Interaction Evaluation | 1 | 1 | Feb 18, 2026 |
|---|
| Reasoning and Language Modeling | 1 | 1 | Mar 19, 2026 |
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| Behavioral Deviation Detection | 1 | 1 | Mar 20, 2026 |
|---|
| Macro-average Reasoning | 1 | 1 | Feb 19, 2026 |
|---|