benchmark:official benchmark:eval-yaml language:en license:cdla-permissive-2.0 size_categories:n<1K format:parquet modality:tabular modality:text library:datasets library:pandas library:polars library:mlcroissant arxiv:2602.22953 region:us benchmark leaderboard agents evaluation ai-agents agent-evaluation