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Research

Tasks

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

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Tasks

TaskDomainBenchmarksPapersLast update
Multimodal Routingmultimodalllm chat instruction11May 13, 2026
LLM Judgingllm chat instruction11May 13, 2026
Offline Constrained Reinforcement Learningrobotics embodied aillm chat instruction11May 13, 2026
Human-like behavior evaluationllm chat instruction11Feb 18, 2026
Human Subjective Evaluationllm chat instruction11May 13, 2026
Natural Language Understanding and Mathematical Reasoningnlpllm chat instruction11Mar 4, 2026
Automating Agent Evaluationagents tool usellm chat instruction11May 13, 2026
LLM Evaluation Performancellm chat instruction11Feb 18, 2026
General-purpose Visual Instruction Followingmultimodalcomputer vision+111May 13, 2026
Long Novel Generationllm chat instruction11Feb 18, 2026
Wealth Management Chatbot Response Generationllm chat instructionnlp11Feb 18, 2026
Multi-Turn Negotiationllm chat instructionnlp11Mar 4, 2026
Multi-step Narrative Reasoningllm chat instruction11May 13, 2026
Out-of-Domain Reasoning Aggregationllm chat instruction11May 13, 2026
Synonym Substitution Robustnessllm chat instructionadversarial safety security11May 13, 2026
Reasoning Performance (Aggregate)llm chat instruction11Feb 18, 2026
Pedagogical Response Evaluationllm chat instructionnlp11Mar 4, 2026
Paraphrasing Robustnessnlpllm chat instruction11May 13, 2026
Instruction score predictionllm chat instruction11Feb 18, 2026
Answer-unaware Conversational Question Generationnlpllm chat instruction11Feb 18, 2026
Novel Generationllm chat instruction11Feb 18, 2026
Helpful assistant taskllm chat instruction11Feb 18, 2026
Multi-Turn Problem Solvingllm chat instructionnlp11Mar 4, 2026
Two-objective simultaneous preference alignmentllm chat instructionadversarial safety security11May 13, 2026
Long-context Information Extractionnlpllm chat instruction11May 13, 2026