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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-turn Dependency Reasoning | 1 | 1 | Feb 18, 2026 | |
| Reasoning step reduction | 1 | 1 | Apr 2, 2026 | |
| Early-stopping for mathematical reasoning | 1 | 1 | Apr 2, 2026 | |
| Zero-shot Text Evaluation | 1 | 1 | Apr 2, 2026 | |
| Human Fluency Evaluation | 1 | 1 | Feb 19, 2026 | |
| Automated failure mode detection alignment | 1 | 1 | Apr 3, 2026 | |
| Reasoning Performance and Sycophancy Evaluation | 1 | 1 | Feb 19, 2026 | |
| Agentic Memory Management | 1 | 1 | Apr 3, 2026 | |
| Image-Response Generation |
|---|
| 1 |
| 1 |
| Feb 27, 2026 |
| Story-level evaluation | 1 | 1 | Feb 18, 2026 |
|---|
| Dialogue Alignment | 1 | 1 | Apr 3, 2026 |
|---|
| General Capability Evaluation (Held-out Benchmarks) | 1 | 1 | Feb 19, 2026 |
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| Long-Memory Question Answering | 1 | 3 | May 6, 2026 |
|---|
| World Knowledge Reasoning | 1 | 1 | Feb 18, 2026 |
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| Personalization Editing | 1 | 1 | Feb 19, 2026 |
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| Long-term memory performance | 1 | 1 | Apr 3, 2026 |
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| Long-context Memory | 1 | 2 | May 7, 2026 |
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| Dialogue memory reasoning | 1 | 1 | Feb 19, 2026 |
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| Hypersonic Knowledge and Programming QA | 1 | 1 | Apr 3, 2026 |
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| Logic & Problem Solving | 1 | 1 | Apr 3, 2026 |
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| Concept-preservation human alignment | 1 | 1 | Apr 3, 2026 |
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| Instruction-based text editing | 1 | 1 | Feb 19, 2026 |
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| Cognitive Hallucination Mitigation | 1 | 1 | Apr 3, 2026 |
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| Multiple Choice Question (MCQ) Answering | 1 | 1 | Apr 3, 2026 |
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| LLM Behavioral Profiling | 1 | 1 | Apr 3, 2026 |
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