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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 |
|---|---|---|---|---|
| Multi-bit LLM Watermarking | 8 | 1 | Feb 19, 2026 | |
| Multimodal Conversation | 8 | 14 | May 27, 2026 | |
| Task-Focused Dialogue | 8 | 1 | Feb 22, 2026 | |
| Language Modeling Evaluation | 8 | 10 | May 19, 2026 | |
| Multi-path speculative decoding | 8 | 1 | Feb 22, 2026 | |
| Deep Research Report Generation | 8 | 12 | Jun 16, 2026 | |
| Constraint Following | 8 | 4 | Jun 23, 2026 | |
| Character Relationship Network Updating | 8 | 1 | Apr 15, 2026 | |
| Last-word prediction |
| 8 |
| 3 |
| Jun 16, 2026 |
| Multi-turn task completion | 8 | 1 | Apr 10, 2026 |
|---|
| Conversational Memory Retrieval | 8 | 3 | Jun 11, 2026 |
|---|
| Input Moderation | 8 | 4 | Jun 2, 2026 |
|---|
| Concept Identifiability | 8 | 1 | Mar 4, 2026 |
|---|
| Output Length Prediction | 8 | 2 | Apr 10, 2026 |
|---|
| LLM Pretraining | 8 | 6 | Jun 1, 2026 |
|---|
| General Knowledge Question Answering | 8 | 12 | Jun 11, 2026 |
|---|
| Emotional Reasoning | 8 | 2 | Jul 9, 2026 |
|---|
| General LLM Evaluation | 8 | 8 | May 28, 2026 |
|---|
| Global resource management and long-term strategic planning | 8 | 1 | Mar 26, 2026 |
|---|
| Decoding Latency | 8 | 1 | Feb 18, 2026 |
|---|
| Lifelong Knowledge Editing | 8 | 3 | Feb 19, 2026 |
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| Sycophancy Detection | 8 | 4 | Jun 26, 2026 |
|---|
| System Prompt Extraction | 8 | 3 | Jun 4, 2026 |
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| Long-term memory evaluation | 8 | 25 | Jul 2, 2026 |
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| Compositional generation | 8 | 5 | Jul 2, 2026 |
|---|