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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 |
|---|---|---|---|---|
| Comparison-QA | 7 | 1 | Apr 8, 2026 | |
| General Reasoning and Coding | 7 | 5 | Jun 29, 2026 | |
| Self-Healing Tool Routing | 7 | 1 | Mar 4, 2026 | |
| End-to-End Inference | 7 | 4 | Jun 4, 2026 | |
| Long-context modeling | 7 | 7 | Jun 2, 2026 | |
| Advanced Mathematical Reasoning | 7 | 4 | Apr 8, 2026 | |
| Grade School Math Reasoning | 7 | 16 | Jul 9, 2026 | |
| General Language Model Evaluation | 7 | 8 | Jun 2, 2026 | |
| Refusal |
| 7 |
| 6 |
| Jul 7, 2026 |
| Knowledge Grounded Dialogue | 7 | 7 | Apr 10, 2026 |
|---|
| Multi-turn Chat Evaluation | 7 | 7 | Jun 11, 2026 |
|---|
| KV cache compression | 7 | 1 | Mar 31, 2026 |
|---|
| Reasoning Question Answering | 7 | 8 | Jun 11, 2026 |
|---|
| Jailbreak Resistance | 7 | 3 | May 26, 2026 |
|---|
| Preference Classification | 7 | 4 | Apr 7, 2026 |
|---|
| LLM Steering | 7 | 2 | May 29, 2026 |
|---|
| Time-controlled instruction-following | 7 | 1 | Mar 24, 2026 |
|---|
| Interactive Question Answering | 7 | 2 | Feb 18, 2026 |
|---|
| Mathematical Question Answering | 7 | 7 | Jun 16, 2026 |
|---|
| User Satisfaction Evaluation | 7 | 2 | Jul 3, 2026 |
|---|
| Response Similarity | 7 | 2 | May 13, 2026 |
|---|
| Multi-turn ambiguous query clarification | 7 | 1 | Feb 19, 2026 |
|---|
| Instruction Induction | 7 | 6 | May 21, 2026 |
|---|
| Multi-Agent Reasoning | 7 | 3 | May 20, 2026 |
|---|
| Examination | 7 | 4 | Mar 11, 2026 |
|---|