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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-ability model merging | 1 | 1 | Feb 19, 2026 | |
| Multimodal Interleaved Generation | 1 | 1 | Mar 11, 2026 | |
| Per-turn token cost management | 1 | 1 | May 21, 2026 | |
| Visual Reasoning and Instruction Following | 1 | 2 | Feb 18, 2026 | |
| Zero-shot task generalization | 1 | 1 | Feb 18, 2026 | |
| Conversational Skill Evaluation | 1 | 1 | May 21, 2026 | |
| Assistant Tasks | 1 | 1 | Feb 19, 2026 | |
| Attention Head Health Analysis | 1 | 1 | Mar 11, 2026 | |
| KV cache reconstruction |
| 1 |
| 1 |
| May 21, 2026 |
| Long-range word prediction | 1 | 1 | May 21, 2026 |
|---|
| Dialogue Naturalness | 1 | 1 | Jun 5, 2026 |
|---|
| Long-term memory assessment | 1 | 1 | Jun 5, 2026 |
|---|
| Grade-school science | 1 | 1 | May 21, 2026 |
|---|
| Tool-use AI Assistant | 1 | 1 | Mar 11, 2026 |
|---|
| Qualitative evaluation of conversational responses | 1 | 1 | May 22, 2026 |
|---|
| Reasoning and Multitask Language Understanding | 1 | 1 | Feb 19, 2026 |
|---|
| Review Feedback Generation | 1 | 1 | Mar 11, 2026 |
|---|
| Conversational Bandit | 1 | 1 | May 22, 2026 |
|---|
| Dynamic Retrieval-Augmented Generation | 1 | 1 | May 22, 2026 |
|---|
| Multi-party cognitive stimulation dialogue | 1 | 1 | Mar 12, 2026 |
|---|
| Stage-wise response generation | 1 | 1 | May 22, 2026 |
|---|
| Cross-session memory recall | 1 | 1 | May 22, 2026 |
|---|
| Safety Jailbreak Evaluation | 1 | 1 | Mar 12, 2026 |
|---|
| Story-driven Video Generation | 1 | 1 | May 22, 2026 |
|---|
| Reasoning chain attribution | 1 | 1 | Feb 18, 2026 |
|---|