annotations_creators:expert-generated annotations_creators:machine-generated source_datasets:custom language:en language:zh license:cc-by-4.0 size_categories:10K<n<100K format:csv modality:text library:datasets library:pandas library:mlcroissant library:polars arxiv:2508.10014 region:us role-playing llm-as-a-judge reasoning dialogue-understanding benchmark