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Research

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Explore the problems researchers are working on and the benchmarks used to measure progress.

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Tasks

TaskDomainBenchmarksPapersLast update
Multi-turn Dependency Reasoningllm chat instructionnlp11Feb 18, 2026
Reasoning step reductionllm chat instruction11Apr 2, 2026
Early-stopping for mathematical reasoningllm chat instruction11Apr 2, 2026
Zero-shot Text Evaluationllm chat instructionnlp11Apr 2, 2026
Human Fluency Evaluationllm chat instruction11Feb 19, 2026
Automated failure mode detection alignmentadversarial safety securityllm chat instruction11Apr 3, 2026
Reasoning Performance and Sycophancy Evaluationllm chat instructionnlp11Feb 19, 2026
Agentic Memory Managementagents tool usellm chat instruction11Apr 3, 2026
Image-Response Generationmultimodalllm chat instruction11Feb 27, 2026
Story-level evaluationllm chat instruction11Feb 18, 2026
Dialogue Alignmentllm chat instruction11Apr 3, 2026
General Capability Evaluation (Held-out Benchmarks)llm chat instructionnlp11Feb 19, 2026
Long-Memory Question Answeringllm chat instructionretrieval search rag13May 6, 2026
World Knowledge Reasoningllm chat instructionnlp11Feb 18, 2026
Personalization Editingllm chat instruction11Feb 19, 2026
Long-term memory performancellm chat instruction11Apr 3, 2026
Long-context Memoryllm chat instruction12May 7, 2026
Dialogue memory reasoningllm chat instructionnlp11Feb 19, 2026
Hypersonic Knowledge and Programming QAcode developer aillm chat instruction11Apr 3, 2026
Logic & Problem Solvingllm chat instruction11Apr 3, 2026
Concept-preservation human alignmentllm chat instruction11Apr 3, 2026
Instruction-based text editingllm chat instructionnlp11Feb 19, 2026
Cognitive Hallucination Mitigationllm chat instructionnlp11Apr 3, 2026
Multiple Choice Question (MCQ) Answeringllm chat instructionnlp11Apr 3, 2026
LLM Behavioral Profilingllm chat instruction11Apr 3, 2026