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Tasks

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

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Tasks

TaskDomainBenchmarksPapersLast update
LaMP-4 Personalizationllm chat instruction11Feb 18, 2026
General Chat Evaluationllm chat instruction11Mar 6, 2026
Lifelong Safety Adaptationadversarial safety securityllm chat instruction11May 15, 2026
RLHF Trainingllm chat instruction11Mar 6, 2026
Multi-modal Long-context Benchmarkingmultimodalllm chat instruction11Mar 6, 2026
beauty live-commerce dialogue generationllm chat instructionnlp11May 15, 2026
NIAHllm chat instruction11Feb 18, 2026
Pareto prompt set identificationnlpllm chat instruction11May 15, 2026
Soft constrained reward optimizationnlpllm chat instruction11May 15, 2026
Logic Puzzlellm chat instruction11May 15, 2026
LaMP-5 Personalizationllm chat instruction11Feb 18, 2026
MKllm chat instruction11Feb 18, 2026
Language Understanding (Law)nlpllm chat instruction11May 15, 2026
Math Findllm chat instructionnlp11Feb 18, 2026
Multi-turn conversational and instruction-followingllm chat instruction11Mar 6, 2026
Generative Operational Planningagents tool usellm chat instruction11May 15, 2026
Interactional pluralism evaluationllm chat instruction11May 15, 2026
Knowledge-based Agent Reasoningagents tool useretrieval search rag+111Mar 6, 2026
General speculative decoding performancellm chat instruction12Jun 1, 2026
Pairwise Human Evaluationllm chat instruction11May 15, 2026
Personal Assistant Agent Performanceagents tool usellm chat instruction11May 15, 2026
Voice Chattingllm chat instructionspeech audio11Feb 18, 2026
Judge Performancellm chat instruction11Mar 6, 2026
Text-based embodied AIrobotics embodied aillm chat instruction11May 15, 2026
Cross-shot consistencyllm chat instruction11May 15, 2026