task_categories:reinforcement-learning task_ids:task-planning task_ids:dialogue-modeling task_ids:dialogue-generation task_ids:conversational annotations_creators:expert-generated language_creators:expert-generated source_datasets:original language:en license:cc-by-4.0 size_categories:n<1K format:parquet modality:text library:datasets library:pandas library:mlcroissant library:polars arxiv:2509.17158 region:us agent-evaluation multi-agent benchmark simulated-environment temporal-reasoning dynamic-events ai-assistant execution search adaptability ambiguity