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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
Single-Turn User Simulationllm chat instruction11Mar 20, 2026
Context-faithful Reasoningllm chat instructionnlp11Feb 18, 2026
Factual Retentionllm chat instruction11Feb 19, 2026
Financial Instruction Followingllm chat instructionnlp11Mar 20, 2026
Memorability Feedback Generationllm chat instruction11Mar 20, 2026
Multi-ability model mergingllm chat instructioncode developer ai+111Feb 19, 2026
Feedback Quality Evaluationllm chat instruction11Mar 20, 2026
Conversational Visual QAmultimodalllm chat instruction11Feb 18, 2026
Human Preference Assessmentllm chat instruction11Mar 20, 2026
Interruption Handlingllm chat instruction13Apr 15, 2026
Proactive Response Timingllm chat instruction11Mar 20, 2026
Conversational AI Evaluationllm chat instruction15May 8, 2026
Role Adherence and Instruction Followingllm chat instruction11Feb 19, 2026
Proactive Responsellm chat instruction11Mar 20, 2026
Constraint Verificationllm chat instruction11Mar 20, 2026
Arithmetic Problem Solvingllm chat instructionnlp12Feb 19, 2026
LLM Safety Assessmentadversarial safety securityllm chat instruction11Feb 19, 2026
Multi-agent assistant system evaluationagents tool usellm chat instruction11Mar 23, 2026
Memory-Driven Role-Playllm chat instruction11Mar 23, 2026
Deliberation Summarizationnlpllm chat instruction12Apr 23, 2026
Hallucination Detection (Dialogue)llm chat instructionnlp11Mar 23, 2026
Logical Puzzlesllm chat instruction12Feb 19, 2026
Hallucination Detection (Math Word Problems)nlpllm chat instruction11Mar 23, 2026
Hallucination Detection (Self-contradictory Hallucinations)llm chat instructionnlp11Mar 23, 2026
Language-conditioned long-horizon robot manipulationrobotics embodied aillm chat instruction11Feb 18, 2026