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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 |
|---|---|---|---|---|
| General AI Assistant Task Completion | 1 | 1 | Feb 18, 2026 | |
| Agentic Dialogue | 1 | 1 | Feb 22, 2026 | |
| Inference Efficiency and Reasoning | 1 | 1 | Apr 27, 2026 | |
| Pedagogical Tutoring | 1 | 1 | Apr 27, 2026 | |
| Pedagogical Dialogue Evaluation | 1 | 1 | Apr 27, 2026 | |
| Twenty Questions | 1 | 1 | Feb 22, 2026 | |
| Instruction-based Text-to-Speech | 1 | 1 | Apr 27, 2026 | |
| Knowledge-intensive generation | 1 | 1 | Feb 18, 2026 | |
| Creative Dimension Assessment |
| 1 |
| 1 |
| Feb 18, 2026 |
| Video Instruction Alignment | 1 | 1 | Apr 27, 2026 |
|---|
| Verifiable LLM Inference | 1 | 1 | Feb 22, 2026 |
|---|
| Hard Reasoning and Language Evaluation | 1 | 2 | Jun 16, 2026 |
|---|
| Refusal Behavior | 1 | 1 | Apr 28, 2026 |
|---|
| Medical Sycophancy Resistance | 1 | 1 | Apr 28, 2026 |
|---|
| Speculative Decoding Efficiency | 1 | 1 | Feb 18, 2026 |
|---|
| Jailbreak Mitigation and Utility Evaluation | 1 | 1 | Feb 22, 2026 |
|---|
| Medical Sycophancy Evaluation | 1 | 1 | Apr 28, 2026 |
|---|
| Pairwise Human Preference Study | 1 | 1 | Apr 28, 2026 |
|---|
| Human Preference Comparison | 1 | 1 | Apr 28, 2026 |
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| Malicious Instruction Detection | 1 | 1 | Apr 28, 2026 |
|---|
| Sensitivity to Logical Boundaries | 1 | 1 | Feb 18, 2026 |
|---|
| Interactive Science Reasoning | 1 | 1 | Feb 22, 2026 |
|---|
| Self-Preference Bias Analysis | 1 | 1 | Apr 28, 2026 |
|---|
| Defense against Indirect Prompt Injection | 1 | 1 | Feb 18, 2026 |
|---|
| Data Valuation Ranking Quality | 1 | 1 | Apr 28, 2026 |
|---|