Workspace-Bench 1.0: Benchmarking AI Agents on Workspace Tasks with Large-Scale File Dependencies
Paper • 2605.03596 • Published • 4
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3 | Backend Developer | I need an overview of the project dependencies. Extract the names of the main libraries or frameworks that the project depends on from the relevant files, deduplicate them, and generate a Markdown file named `project_dependency_deduplication_list.md`. | medium | ["project_dependency_deduplication_list.md"] | ["Was the output file `project_dependency_deduplication_list.md` created?","Does the table in the output file contain exactly 43 unique dependencies?","Does the summary in the output file state `Total unique dependencies: **43**`?","Does the output file include the Apache Commons dependency?","Does the output file incl... | ["Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outco... | [{"from":"dependency_item_34.md","to":"project_dependency_deduplication_list.md"},{"from":"dependency_item_35.md","to":"project_dependency_deduplication_list.md"},{"from":"dependency_item_1.md","to":"project_dependency_deduplication_list.md"},{"from":"dependency_item_2.md","to":"project_dependency_deduplication_list.md... | [{"filename":"dependency_item_34.md","stored_relpath":"data/94377f59a90a1641_dependency_item_34.md"},{"filename":"dependency_item_35.md","stored_relpath":"data/2a4aca3914687166_dependency_item_35.md"},{"filename":"dependency_item_1.md","stored_relpath":"data/b4dcea658411e264_dependency_item_1.md"},{"filename":"dependen... | ["Task-Providing File Utilization","Lineage Tracing","Semantic Content Relations Understanding","Heterogeneous File Understanding"] |
7 | Backend Developer | Find all meeting minutes under the `meetings/2024` and `meetings/2025` directories, and copy them together with the documents under `docs/project/` into a new directory named `project_kickoff_archive`. | easy | ["output.md"] | ["Was the root folder `project_kickoff_archive` created successfully?","Does the `project_kickoff_archive` directory contain exactly 3 files in total?","Does `project_kickoff_archive` contain `2024-12-project-kickoff-meeting-minutes.md`, and is its size exactly 4000 bytes?","Does `project_kickoff_archive` contain `2025... | ["Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation"] | [{"from":"2024-12-project-kickoff-meeting-minutes.md","to":"output.md"},{"from":"2025-01-technical-review-meeting-minutes.md","to":"output.md"},{"from":"project_requirements_document.md","to":"output.md"}] | [{"filename":"2024-12-project-kickoff-meeting-minutes.md","stored_relpath":"data/a92adcda251a2a4f_2024-12-project-kickoff-meeting-minutes.md"},{"filename":"2025-01-technical-review-meeting-minutes.md","stored_relpath":"data/7fe2871a57172194_2025-01-technical-review-meeting-minutes.md"},{"filename":"project_requirements... | ["Result-Providing Files Utilization"] |
13 | Researcher | Please classify the first four numbered files in the picture-word-guessing directory by topic. For example, put all idiom questions into one PPT. Each phrase should be paired with a corresponding image. Finally, generate PPTX files named by category, such as `picture-word-guessing_idioms_.pptx`, `picture-word-guessing_... | hard | ["picture-word-guessing_idioms_.pptx","picture-word-guessing_animals_.pptx","picture-word-guessing_daily-objects-and-actions_.pptx"] | ["Were the files \"picture-word-guessing_idioms_.pptx\", \"picture-word-guessing_animals_.pptx\", and \"picture-word-guessing_daily-objects-and-actions_.pptx\" generated successfully?","Does the file picture-word-guessing_idioms_.pptx contain a total of 45 idiom entries?","In picture-word-guessing_idioms_.pptx, is the ... | ["Basic Evaluation","Outcome Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Eva... | [{"from":"1.pptx","to":"3.pptx"},{"from":"1.pptx","to":"4.pptx"},{"from":"2.pptx","to":"3.pptx"},{"from":"2.pptx","to":"4.pptx"},{"from":"3.pptx","to":"4.pptx"}] | [{"filename":"3.pptx","stored_relpath":"data/a19e15d194cfd7bd_3.pptx"},{"filename":"4.pptx","stored_relpath":"data/49410b250f09bcf6_4.pptx"},{"filename":"1.pptx","stored_relpath":"data/0abe2c8f1362c5ce_1.pptx"},{"filename":"2.pptx","stored_relpath":"data/032f79e5ca68fc04_2.pptx"}] | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization","Lineage Tracing","Semantic Content Relations Understanding"] |
15 | Product Manager | Based on the financial report dashboard, the income and expense visualization charts, and the profit statement, identify the top 5 expense items by amount from each file and compile them into a "Top 5 Expense Items Comparison Table." Then add one bar chart to clearly show the differences among the high-expense items. F... | hard | ["financial-table-key-expense-analysis-concise-version.xlsx"] | ["Are the three source files `4-financial-table-income-expense-dashboard.xlsx`, `5-financial-table-income-expense-profit-statement_visual-charts_.xlsx`, and `6-financial-table-income-and-expense-data-visual-charts.xlsx` successfully located and accessible?","Was a new Excel file named `financial-table-key-expense-analy... | ["Basic Evaluation","Basic Evaluation","Basic Evaluation","Process Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome E... | [{"from":"4-financial-table-income-expense-dashboard.xlsx","to":"5-financial-table-income-expense-profit-statement_visual-charts_.xlsx"},{"from":"4-financial-table-income-expense-dashboard.xlsx","to":"6-financial-table-income-and-expense-data-visual-charts.xlsx"}] | [{"filename":"4-financial-table-income-expense-dashboard.xlsx","stored_relpath":"data/128959b3107368fe_4-financial-table-income-expense-dashboard.xlsx"},{"filename":"6-financial-table-income-and-expense-data-visual-charts.xlsx","stored_relpath":"data/2c506146cfdfc1f1_6-financial-table-income-and-expense-data-visual-cha... | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization","Lineage Tracing"] |
23 | Logistics Manager | Conduct a monthly stocktaking exception analysis and optimization for the inventory management module. Create `Inventory_Optimization_Report.txt` by correlating the stocktaking report, the current inventory list, and the inbound/outbound logs, analyzing the causes of inventory anomalies, and proposing improvement recom... | hard | ["Inventory_Optimization_Report.txt"] | ["Was Inventory_Optimization_Report.txt successfully generated and saved under the /budget-management/inventory-optimization/ directory?","Does the report state that there are 8 negative-variance items, specifically item 1, item 2, item 4, item 7, item 8, item 9, item 13, and item 14?","Does the report state that there... | ["Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Outco... | [{"from":"stocktaking-report.txt","to":"supplier-list.csv"},{"from":"stocktaking-report.txt","to":"2024.txt"},{"from":"stocktaking-report.txt","to":"purchase-order.txt"},{"from":"stocktaking-report.txt","to":"logistics-statistics-table.csv"},{"from":"stocktaking-report.txt","to":"Inventory_Optimization_Report.txt"},{"f... | [{"filename":"supplier-list.csv","stored_relpath":"data/8dd5e3add2b7cad5_supplier-list.csv"},{"filename":"stocktaking-report.txt","stored_relpath":"data/2b05ab1a8b43e77c_stocktaking-report.txt"},{"filename":"2024.txt","stored_relpath":"data/f31cc84953d1eed2_2024.txt"},{"filename":"purchase-order.txt","stored_relpath":"... | ["Task-Providing File Utilization","Result-Providing Files Utilization","Lineage Tracing","Semantic Content Relations Understanding","Heterogeneous File Understanding"] |
33 | Operations Manager | Using the medical data, count the distribution of tertiary, secondary, and primary hospitals across the eastern, central, and western regions. Incorporate the bed allocation data from `2023-(-).xlsx`, generate `public-hospital-grade-distribution-statistics.xlsx`, and save it in the summary folder under `/desktop/medica... | medium | ["public-hospital-grade-distribution-statistics.xlsx"] | ["Is the total number of hospitals in the eastern region 15,102?","Is the total number of hospitals in the central region 11,548?","Is the total number of hospitals in the western region 11,705?","In the eastern region, are there 1,057 tertiary hospitals, 4,530 secondary hospitals, and 9,515 primary hospitals?","In the... | ["Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Basic... | [{"from":"1-2-2023.xlsx","to":"public-hospital-grade-distribution-statistics.xlsx"},{"from":"1-3-2023.xlsx","to":"public-hospital-grade-distribution-statistics.xlsx"},{"from":"1-12-2023-(-).xlsx","to":"public-hospital-grade-distribution-statistics.xlsx"},{"from":"1-2-2023.xlsx","to":"1-12-2023-(-).xlsx"},{"from":"1-3-2... | [{"filename":"1-2-2023.xlsx","stored_relpath":"data/af5d43e77382b8b6_1-2-2023.xlsx"},{"filename":"1-3-2023.xlsx","stored_relpath":"data/c0dc3e71cfb11b0e_1-3-2023.xlsx"},{"filename":"1-12-2023-(-).xlsx","stored_relpath":"data/743cd0f6c346ac9c_1-12-2023-(-).xlsx"}] | ["Workspace Exploration","Result-Providing Files Utilization"] |
35 | Logistics Manager | Please help analyze the core roles required for the four financial analysis spreadsheets on the desktop and their corresponding operation permissions, clearly defining permission boundaries to avoid unauthorized actions. | medium | ["financial-file-permission-control-manual.docx"] | ["Does the Financial File Permission Control Manual contain a complete list of the four target financial documents: 1-financial-table-income-expense-data-dashboard.xlsx, 2-tech-style-reimbursement-analysis-tableExceltemplate.xlsx, 7-year-end-sales-income-expense-visual-dashboard-1.xlsx, and 13 annual-salary-budget-tabl... | ["Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Process Evalu... | [{"from":"1-financial-table-income-expense-data-dashboard.xlsx","to":"2-tech-style-reimbursement-analysis-tableExceltemplate.xlsx"},{"from":"1-financial-table-income-expense-data-dashboard.xlsx","to":"7-year-end-sales-income-expense-visual-dashboard-1.xlsx"},{"from":"1-financial-table-income-expense-data-dashboard.xlsx... | [{"filename":"7-year-end-sales-income-expense-visual-dashboard-1.xlsx","stored_relpath":"data/50e43235becef252_7-year-end-sales-income-expense-visual-dashboard-1.xlsx"},{"filename":"13-annual-salary-budget-table_visual-dashboard_1.xlsx","stored_relpath":"data/416e3cf5b1038b84_13-annual-salary-budget-table_visual-dashbo... | ["Task-Providing File Utilization"] |
37 | Logistics Manager | Combine the department KPI and performance evaluation tables under human resources management to analyze performance completion rates, grade distributions, and employee differences; identify strong and weak departments and uncover the core reasons for performance gaps. Using the workforce structure dashboard, analyze r... | hard | ["comprehensive-company-human-resources-analysis-report.docx","comprehensive-company-human-resources-analysis-report.md","comprehensive-company-human-resources-analysis-report.report.pdf"] | ["Does the analysis fully cover 40 valid performance records, representing 8 employees in each of 5 departments?","Are the average scores for each department accurate: HR 98.93, Finance 98.43, Sales 96.51, Production 93.56, and Procurement 79.72?","Are the HR and Finance departments correctly identified as strong depar... | ["Basic Evaluation","Basic Evaluation","Process Evaluation","Process Evaluation","Basic Evaluation","Basic Evaluation","Process Evaluation","Process Evaluation","Basic Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Basic Evaluation","Basic Evaluation","Process Evaluation","Outcome Evaluatio... | [{"from":"2-KPIkpi-analysis-performance-evaluation-visual-dashboard.xlsx","to":"1-human-resources-decision-analysis-dashboard-1.xlsx"},{"from":"5-company-personnel-structure-visual-dashboard-1.xlsx","to":"1-human-resources-decision-analysis-dashboard-1.xlsx"},{"from":"6-personnel-mobility-analysis-chart-visual-charts.x... | [{"filename":"5-company-personnel-structure-visual-dashboard-1.xlsx","stored_relpath":"data/6f2c471bae73a618_5-company-personnel-structure-visual-dashboard-1.xlsx"},{"filename":"6-personnel-mobility-analysis-chart-visual-charts.xlsx","stored_relpath":"data/385845679ec6cb82_6-personnel-mobility-analysis-chart-visual-cha... | ["Task-Providing File Utilization","Lineage Tracing"] |
38 | Operations Manager | Conduct multidimensional cross-analysis using the HR management tables. Based on the employee structure analysis table, the active employee register, and the employee files in the employee information management system, analyze the structure distribution of active employees by age, education, position, and tenure, and ... | hard | ["multi-dimensional-cross-analysis-report-for-human-resources-4-c-77910118.pdf","analysis_structure_results.xlsx","analysis_resignation_results.xlsx","analysis_cost_results.xlsx"] | ["In the overall summary table of analysis_structure_results.xlsx, is the total number of active employees 57, the average age 31.84 years, and the average tenure 5.23 years?","In the education distribution table of analysis_structure_results.xlsx, are there 44 employees with bachelor's degrees, accounting for 77.19%, ... | ["Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Outcome Evaluation","Process Evaluation","Basic Evaluation","Basic Evaluation","Process Evaluation","Process... | [{"from":"10-recruitment-employee-statistics-analysis-table.xlsx","to":"12-human-resources-employee-information-management-system.xlsx"},{"from":"10-recruitment-employee-statistics-analysis-table.xlsx","to":"15-annual-onboarding-and-offboarding-statistics.xlsx"},{"from":"12-human-resources-employee-information-manageme... | [{"filename":"15-annual-onboarding-and-offboarding-statistics.xlsx","stored_relpath":"data/4101f810bffe0425_15-annual-onboarding-and-offboarding-statistics.xlsx"},{"filename":"12-human-resources-employee-information-management-system.xlsx","stored_relpath":"data/6917e35a0fa90923_12-human-resources-employee-information-... | ["Task-Providing File Utilization","Lineage Tracing"] |
44 | Product Manager | Consolidate the 120 development tasks from `development-task-list.xlsx`, `development-task-2.xlsx`, and `development-task-3.xlsx` into an HTML visual dashboard named `DevTask_Dashboard.html`, and save it in the `/project-management/` directory. | medium | ["DevTask_Dashboard.html"] | ["Was DevTask_Dashboard.html generated successfully?","Does the HTML dashboard display a total of 120 tasks?","In the dashboard's priority distribution, are there 33 P1 tasks, 23 P2 tasks, 24 P3 tasks, and 40 P4 tasks?","Does the HTML dashboard count 12 participants in total, from Development Engineer 1 through Develop... | ["Basic Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outco... | [{"from":"development-task-2.xlsx","to":"development-task-list.xlsx"},{"from":"development-task-2.xlsx","to":"development-task-3.xlsx"},{"from":"development-task-3.xlsx","to":"development-task-list.xlsx"},{"from":"development-task-3.xlsx","to":"development-task-2.xlsx"},{"from":"development-task-list.xlsx","to":"develo... | [{"filename":"development-task-2.xlsx","stored_relpath":"data/c7c3f9fbb5c1246e_development-task-2.xlsx"},{"filename":"development-task-3.xlsx","stored_relpath":"data/0fdae49dd06f4cbc_development-task-3.xlsx"},{"filename":"development-task-list.xlsx","stored_relpath":"data/5072cc511cfea96b_development-task-list.xlsx"}] | ["Task-Providing File Utilization","Result-Providing Files Utilization","Lineage Tracing","Semantic Content Relations Understanding"] |
45 | Product Manager | Based on the departmental expense trend analysis table, the annual revenue statistics table, the product cost-profit comparison table, and the product sales analysis table, including sales data, and considering the roles and work needs of the people involved in collaboration, infer their job responsibilities, work need... | medium | ["personnel-role-responsibility-and-permission-allocation-table.docx"] | ["Does the output file clearly list all four target report types: the departmental expense trend analysis table, the annual revenue statistics table, the product cost-profit comparison analysis table, and the product sales analysis table?","Does the described scope of potential collaborators include at least 10 distinc... | ["Basic Evaluation","Basic Evaluation","Basic Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Process Evaluation","Basic Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Basic Evalu... | [{"from":"3-financial-department-expense-dynamic-analysis.xlsx","to":"4-financial-annual-revenue-statistics-visual-charts.xlsx"},{"from":"3-financial-department-expense-dynamic-analysis.xlsx","to":"5-product-cost-profit-comparative-analysis.xlsx"},{"from":"3-financial-department-expense-dynamic-analysis.xlsx","to":"6-p... | [{"filename":"3-financial-department-expense-dynamic-analysis.xlsx","stored_relpath":"data/4845b50085d5768e_3-financial-department-expense-dynamic-analysis.xlsx"},{"filename":"4-financial-annual-revenue-statistics-visual-charts.xlsx","stored_relpath":"data/226f7fcf1f0bd0b8_4-financial-annual-revenue-statistics-visual-c... | ["Task-Providing File Utilization"] |
47 | Logistics Manager | Using the employee records file in Employee Benefits, create charts showing employees' salary grades and annual leave days, place the charts below the original table for easy viewing, generate a file named `employee-file_with-visualized-version_.xlsx`, and save it to `/desktop/logistics/employee-benefits/employee-file/... | medium | ["employee-file_with-visualized-version_.xlsx"] | ["Was the source file `/desktop/logistics/employee-benefits/employee-file/employee-file.xlsx` located and read successfully?","Were the columns related to employee salary grade and annual leave days accurately extracted from the source Excel file?","Was a file named employee-file_with-visualized-version_.xlsx generated... | ["Basic Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Eva... | [{"from":"employee-file.xlsx","to":"employee-file_with-visualized-version_.xlsx"}] | [{"filename":"employee-file.xlsx","stored_relpath":"data/f66a0cad8d3660a5_employee-file.xlsx"}] | ["Task-Providing File Utilization"] |
53 | Product Manager | Using the core data from the design specifications in the four newly downloaded interaction documents, build a standardized dataset according to the specified dimensions, organize a unified interaction workflow and performance standard, and generate an implementation-ready TXT report titled `Integrated Data Interaction... | medium | ["interaction_document_6.txt","interaction_document_8.txt","interaction_document_10.txt","interaction_document_13.txt"] | ["Does the standardized form contain 4 design records corresponding to design numbers DES-0006, DES-0008, DES-0010, DES-0013?","In the DES-0006 record, is the design date 2024-12-18, is the color specification brand color system 2, and is the font font 1?","Is the loading time threshold < 1s for all 4 records and the r... | ["Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Process Evaluation","Basic Evaluation","Process Evaluation","Process Evaluation","Outcome Evaluation","Process Evaluation"] | [{"from":"interaction_document_6.txt","to":"interaction_document_8.txt"},{"from":"interaction_document_8.txt","to":"interaction_document_10.txt"},{"from":"interaction_document_10.txt","to":"interaction_document_6.txt"}] | [{"filename":"interaction_document_6.txt","stored_relpath":"data/9cf14e391f24e7e1_interaction_document_6.txt"},{"filename":"interaction_document_8.txt","stored_relpath":"data/a6e5fcb95e3a3762_interaction_document_8.txt"},{"filename":"interaction_document_10.txt","stored_relpath":"data/e80522a103469b7d_interaction_docum... | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization"] |
54 | Logistics Manager | Extract the monthly business analysis information from `monthly_analysis_report_01.txt` and `monthly_analysis_report_04.txt`, then use `monthly_analysis_report_02.txt` and `monthly_analysis_report_03.txt` to complete a quarterly summary analysis of procurement, inventory, cost, and quality. Develop corresponding logist... | hard | ["cost_and_quality_quarterly_summary_analysis_report.doc"] | ["For the April 2024 reporting period, does `cost_and_quality_quarterly_summary_analysis_report.doc` state that the total purchase amount is RMB 1,012,620?","Does `cost_and_quality_quarterly_summary_analysis_report.doc` state that the inventory turnover rate is 2 times per month and the product qualification rate is 98... | ["Result Evaluation","Result Evaluation","Result Evaluation","Result Evaluation","Result Evaluation","Result Evaluation","Result Evaluation","Result Evaluation","Result Evaluation","Result Evaluation","Result Evaluation","Result Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Basic Evaluatio... | [{"from":"monthly_analysis_report_01.txt","to":"cost_and_quality_quarterly_summary_analysis_report.doc"},{"from":"monthly_analysis_report_02.txt","to":"cost_and_quality_quarterly_summary_analysis_report.doc"},{"from":"monthly_analysis_report_03.txt","to":"cost_and_quality_quarterly_summary_analysis_report.doc"},{"from"... | [{"filename":"monthly_analysis_report_01.txt","stored_relpath":"data/e66511bb36406c7c_monthly_analysis_report_01.txt"},{"filename":"monthly_analysis_report_02.txt","stored_relpath":"data/e7402f254b6e2ee7_monthly_analysis_report_02.txt"},{"filename":"monthly_analysis_report_03.txt","stored_relpath":"data/030f4a7ca851d76... | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization","Semantic Content Relations Understanding"] |
55 | Product Manager | Based on `technical_solution_feature_compatibility.md` and `technical_solution_message_handling_rules.md`, identify the product requirement implementation risks associated with the technical solutions in the current files. Then use `technical_solution_key_handling_optimization.md` and `technical_solution_process_optimi... | hard | ["product_side_validation_checklist_and_todo_summary.doc"] | ["Does `product_side_validation_checklist_and_todo_summary.doc` correctly extract the business background of the feature-pinning compatibility scenario, namely that new users may be confused when two features are pinned simultaneously on first login?","Does `product_side_validation_checklist_and_todo_summary.doc` corre... | ["Basic Evaluation","Basic Evaluation","Process Evaluation","Result Evaluation","Basic Evaluation","Process Evaluation","Result Evaluation","Basic Evaluation","Process Evaluation","Result Evaluation","Basic Evaluation","Process Evaluation","Result Evaluation","Process Evaluation","Process Evaluation","Result Evaluation... | [{"from":"technical_solution_feature_compatibility.md","to":"product_side_validation_checklist_and_todo_summary.doc"},{"from":"technical_solution_message_handling_rules.md","to":"product_side_validation_checklist_and_todo_summary.doc"},{"from":"technical_solution_key_handling_optimization.md","to":"product_side_validat... | [{"filename":"technical_solution_feature_compatibility.md","stored_relpath":"data/fb626fc4e0e57922_technical_solution_feature_compatibility.md"},{"filename":"technical_solution_message_handling_rules.md","stored_relpath":"data/2a2412295a209746_technical_solution_message_handling_rules.md"},{"filename":"technical_soluti... | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization","Semantic Content Relations Understanding"] |
72 | Logistics Manager | Integrate the core content of four emergency response management files and create a complete `emergency_end_to_end_operation_manual.doc` covering early warning, information reporting, follow-up handling, and safeguard measures, and also organize the checklists referenced in the manual for daily emergency duty use. | medium | ["emergency_end_to_end_operation_manual.doc"] | ["Does emergency_end_to_end_operation_manual.doc include 4 types of early warning triggering scenarios in its entirety, namely, the early warning issued by the Production Safety Emergency Response Center in District XX, the early warning issued by the Office of the Production Safety Committee in District XX, the early ... | ["Basic Evaluation","Basic Evaluation","Process Evaluation","Basic Evaluation","Basic Evaluation","Result Evaluation","Basic Evaluation","Basic Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Basic Evaluation","Process Evaluation","Basic Evaluation","Process Evaluation","Process Evaluation",... | [{"from":"emergency_end_to_end_operation_manual.doc","to":"emergency_response_1.txt"},{"from":"emergency_end_to_end_operation_manual.doc","to":"emergency_response_2.txt"},{"from":"emergency_end_to_end_operation_manual.doc","to":"emergency_response_3.txt"},{"from":"emergency_end_to_end_operation_manual.doc","to":"emerge... | [{"filename":"emergency_response_1.txt","stored_relpath":"data/bcb66c58227e343d_emergency_response_1.txt"},{"filename":"emergency_response_2.txt","stored_relpath":"data/2d1dc577c240ba25_emergency_response_2.txt"},{"filename":"emergency_response_3.txt","stored_relpath":"data/27279c0f11776e4b_emergency_response_3.txt"},{... | ["Workspace Exploration","Result-Providing Files Utilization"] |
75 | Researcher | Based on the downloaded mini-game activity information and the icebreaker game plans in the four files, design a complete activity flow sheet aimed at helping new employees break the ice and get to know one another quickly. Specify the sequence of each step, duration, venue and materials, and precautions, and generate ... | medium | ["new_employee_icebreaker_team_building_execution_manual.doc"] | ["In new_employee_icebreaker_team_building_execution_manual.doc, do the rules of the mystery character game fully include the core rules of 'secretly designating mystery characters', 'shaking hands to get a dollar'?","In new_employee_icebreaker_team_building_execution_manual.doc, is the goal of the mystery character ga... | ["Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Process Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Process Evaluation","Result Evaluation","Process Evaluation","Result Evaluation","Result Evaluation","Result Evaluation","Resu... | [{"from":"various_minigames_1.txt","to":"new_employee_icebreaker_team_building_execution_manual.doc"},{"from":"various_minigames_2.txt","to":"new_employee_icebreaker_team_building_execution_manual.doc"},{"from":"various_minigames_3.txt","to":"new_employee_icebreaker_team_building_execution_manual.doc"},{"from":"various... | [{"filename":"various_minigames_1.txt","stored_relpath":"data/d31fa0dd2bc82063_various_minigames_1.txt"},{"filename":"various_minigames_2.txt","stored_relpath":"data/cb79b90ee3fa8a3b_various_minigames_2.txt"},{"filename":"various_minigames_3.txt","stored_relpath":"data/d21ac4ab08eaed5f_various_minigames_3.txt"},{"filen... | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization"] |
78 | Researcher | Based on the four newly downloaded water and electricity policy files, prepare a quarterly water-saving and power-saving communication and inspection campaign, compile a complete `company_water_and_electricity_saving_management_manual.doc`, and use it for company-wide guidance and quarterly inspections. Make the key me... | medium | ["company_water_and_electricity_saving_management_manual.doc"] | ["Does company_water_and_electricity_saving_management_manual.doc contain the complete contents of Chapter 1 General Provisions, including 2 articles in total, the purpose of Article 1 and the scope of Article 2?","Does Article 1 of company_water_and_electricity_saving_management_manual.doc clearly state 'in order to a... | ["Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Outcome Evaluation"... | [{"from":"company_water_and_electricity_saving_management_manual.doc","to":"water_and_electricity_policy_1.txt"},{"from":"company_water_and_electricity_saving_management_manual.doc","to":"water_and_electricity_policy_2.txt"},{"from":"company_water_and_electricity_saving_management_manual.doc","to":"water_and_electricit... | [{"filename":"water_and_electricity_policy_1.txt","stored_relpath":"data/24dcc6caa52e55f1_water_and_electricity_policy_1.txt"},{"filename":"water_and_electricity_policy_2.txt","stored_relpath":"data/f8e96385fe216650_water_and_electricity_policy_2.txt"},{"filename":"water_and_electricity_policy_3.txt","stored_relpath":"... | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization"] |
79 | Logistics Manager | Based on the four newly downloaded files about air-conditioner management, define inspection standards, responsible contacts for each area, violation criteria, and handling procedures so inspections have clear rules to follow, and generate the complete `air_conditioner_usage_standard_special_inspection_manual.doc` to g... | medium | ["air_conditioner_usage_standard_special_inspection_manual.doc"] | ["Does the opening chapter of air_conditioner_usage_standard_special_inspection_manual.doc contain a description of the purpose, with correct use, safety management, energy saving and consumption reduction as the core principles?","Does air_conditioner_usage_standard_special_inspection_manual.doc clearly stipulate that... | ["Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Outcome Evaluation","Process Evaluation","Basic Evaluation","Outcome Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Outcome Evaluation"] | [{"from":"air_conditioner_usage_standard_special_inspection_manual.doc","to":"air_conditioner_management_rules_1.txt"},{"from":"air_conditioner_usage_standard_special_inspection_manual.doc","to":"air_conditioner_management_rules_2.txt"},{"from":"air_conditioner_usage_standard_special_inspection_manual.doc","to":"air_co... | [{"filename":"air_conditioner_management_rules_1.txt","stored_relpath":"data/4c4e7cef450fece2_air_conditioner_management_rules_1.txt"},{"filename":"air_conditioner_management_rules_2.txt","stored_relpath":"data/41ca947327683ec4_air_conditioner_management_rules_2.txt"},{"filename":"air_conditioner_management_rules_3.txt... | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization"] |
83 | Logistics Manager | Based on the administrative management policies, prepare `employee_code_of_conduct_manual.doc` for onboarding training by integrating the core content of four policy documents into a logically structured and complete training package, so new employees can quickly understand the company requirements for employee conduct... | easy | ["employee_code_of_conduct_manual.doc"] | ["Does employee_code_of_conduct_manual.doc include the first part of the \"Employee Basic Code of Conduct\" module, and includes three subsections: Code of Conduct, Work Attitude, and Professional Ethics?","Is there a complete list of 6 codes of conduct in employee_code_of_conduct_manual.doc, including: obedience to le... | ["Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Outcome Eva... | [{"from":"administrative_management_policy_1.txt","to":"employee_code_of_conduct_manual.doc"},{"from":"administrative_management_policy_2.txt","to":"employee_code_of_conduct_manual.doc"},{"from":"administrative_management_policy_3.txt","to":"employee_code_of_conduct_manual.doc"},{"from":"administrative_management_polic... | [{"filename":"administrative_management_policy_1.txt","stored_relpath":"data/8b2097686689aa8e_administrative_management_policy_1.txt"},{"filename":"administrative_management_policy_2.txt","stored_relpath":"data/8ab0a96c6533851e_administrative_management_policy_2.txt"},{"filename":"administrative_management_policy_3.txt... | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization"] |
85 | Logistics Manager | Integrate the core information from four business travel management policy documents, covering the full workflow of travel approval, travel requirements, reimbursement standards, reimbursement procedures, and violation handling. Ensure the guide is clear, easy to understand, and compliant with company policy, and gener... | medium | ["employee_business_travel_and_reimbursement_guide.doc"] | ["Whether employee_business_travel_and_reimbursement_guide.doc includes the \"Pre-trip approval\" section and includes all applicable employee content?","Whether employee_business_travel_and_reimbursement_guide.doc correctly lists the three levels of approval authority and responsibility: the department head approves o... | ["Basic Evaluation","Basic Evaluation","Process Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Process Evaluation","Outcome Evaluation","Basic Evaluation","Process Evaluation","Process Evalu... | [{"from":"business_travel_management_policy_1.txt","to":"employee_business_travel_and_reimbursement_guide.doc"},{"from":"business_travel_management_policy_2.txt","to":"employee_business_travel_and_reimbursement_guide.doc"},{"from":"business_travel_management_policy_3.txt","to":"employee_business_travel_and_reimbursemen... | [{"filename":"business_travel_management_policy_1.txt","stored_relpath":"data/5ec5f6324bf2ed08_business_travel_management_policy_1.txt"},{"filename":"business_travel_management_policy_2.txt","stored_relpath":"data/b291bebba8bf1b6f_business_travel_management_policy_2.txt"},{"filename":"business_travel_management_policy_... | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization"] |
87 | Logistics Manager | Based on the existing four files, prepare `vendor_end_to_end_management_operation_manual.doc` covering the complete rules for vendor admission, evaluation, and tiered management. Organize the core content of the vendor management documents into a smooth and coherent manual that complies with policy requirements and is ... | hard | ["vendor_end_to_end_management_operation_manual.doc"] | ["Whether vendor_end_to_end_management_operation_manual.doc contains five core chapters: general, access management, review management, hierarchical management, and by-laws. The structure is complete.?","Whether the management mode of unified centralization and tertiary audit is clearly written in the general rules sec... | ["Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Eva... | [{"from":"vendor_management_policy_1.txt","to":"vendor_end_to_end_management_operation_manual.doc"},{"from":"vendor_management_policy_2.txt","to":"vendor_end_to_end_management_operation_manual.doc"},{"from":"vendor_management_policy_3.txt","to":"vendor_end_to_end_management_operation_manual.doc"},{"from":"vendor_manage... | [{"filename":"vendor_management_policy_1.txt","stored_relpath":"data/dd235a661579bb0a_vendor_management_policy_1.txt"},{"filename":"vendor_management_policy_2.txt","stored_relpath":"data/6b73f97806729134_vendor_management_policy_2.txt"},{"filename":"vendor_management_policy_3.txt","stored_relpath":"data/0699edc4d4d47d6... | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization","Semantic Content Relations Understanding"] |
91 | Backend Developer | Logically integrate the four employee handbook chapter fragments into a complete official version of `factory_employee_handbook.doc`, verify that the references between the rewards-and-penalties section and the prerequisite management sections are consistent, resolve content conflicts, and produce a unified policy docu... | easy | ["factory_employee_handbook.doc"] | ["Are the chapters in factory_employee_handbook.doc arranged in the correct order, and are the chapter numbers consistent, complete, and fault-free?","Is all the content information in \"factory_employee_handbook.doc\" completely and accurately output according to the original file body content?","Is the content of the... | ["Basic Evaluation","Basic Evaluation","Result Evaluation","Process Evaluation","Process Evaluation","Result Evaluation","Result Evaluation"] | [{"from":"employee_handbook_5.txt","to":"employee_handbook_9.txt"},{"from":"employee_handbook_9.txt","to":"employee_handbook_12.txt"},{"from":"employee_handbook_12.txt","to":"employee_handbook_16.txt"}] | [{"filename":"employee_handbook_5.txt","stored_relpath":"data/aa7f3ed39bfcdee1_employee_handbook_5.txt"},{"filename":"employee_handbook_9.txt","stored_relpath":"data/ab94d01eda3eadc6_employee_handbook_9.txt"},{"filename":"employee_handbook_12.txt","stored_relpath":"data/04a78a43b8e9bf78_employee_handbook_12.txt"},{"fil... | ["Workspace Exploration"] |
92 | Backend Developer | Based on these four policy documents, integrate the content logic and draft `company_corporate_culture_development_work_plan.doc` in compliance with policy requirements. Clearly define the development goals, implementation path, training plan, assessment standards, and other core content, and produce a formal document ... | easy | ["company_corporate_culture_development_work_plan.doc"] | ["In `company_corporate_culture_development_work_plan.doc`, are the drafting purpose, scope of application, and basic principles in the general provisions section output completely and accurately in accordance with the original files?","In `company_corporate_culture_development_work_plan.doc`, does the content extracte... | ["Basic Evaluation","Outcome Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Outcome Evaluation"] | [{"from":"culture_development_management_5.txt","to":"company_corporate_culture_development_work_plan.doc"},{"from":"culture_development_management_13.txt","to":"company_corporate_culture_development_work_plan.doc"},{"from":"culture_development_management_19.txt","to":"company_corporate_culture_development_work_plan.do... | [{"filename":"culture_development_management_5.txt","stored_relpath":"data/bc6272eefadd7565_culture_development_management_5.txt"},{"filename":"culture_development_management_13.txt","stored_relpath":"data/0aa164d3388d4c39_culture_development_management_13.txt"},{"filename":"culture_development_management_19.txt","stor... | ["Workspace Exploration"] |
94 | Backend Developer | Integrate the contents of four files to compile a complete and unified company `department_responsibility_management_manual.doc`, while also organizing a cross-department coordination checklist that defines handoff items and responsibility boundaries with other departments. Provide institutional support for future work... | medium | ["department_responsibility_management_manual.doc"] | ["Does `department_responsibility_management_manual.doc` clearly identify the chapters to which the Procurement Department and Quality Department belong, together with the exact number of corresponding responsibility items?","In `department_responsibility_management_manual.doc`, is the centralized management responsibi... | ["Outcome Evaluation","Basic Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Basic Evaluation","Process Evaluation","Outcome Evaluation"] | [{"from":"department_responsibility_management_manual.doc","to":"department_responsibility_management_2.txt"},{"from":"department_responsibility_management_manual.doc","to":"department_responsibility_management_5.txt"},{"from":"department_responsibility_management_manual.doc","to":"department_responsibility_management_... | [{"filename":"department_responsibility_management_2.txt","stored_relpath":"data/affc7b1023b22c6b_department_responsibility_management_2.txt"},{"filename":"department_responsibility_management_5.txt","stored_relpath":"data/2ad3c172e4583527_department_responsibility_management_5.txt"},{"filename":"department_responsibil... | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization"] |
95 | Product Manager | Based on `description_9.txt` and `description_12.txt`, sort out the system version iteration history. Then combine the relevant data in `description_15.txt` with the changes described in `description_22.txt`, generate a comprehensive follow-up iteration report, and save it to the desktop. | hard | ["system_version_full_lifecycle_iteration_report.doc"] | ["Verify the contents of the original document referenced by [system_version_full_lifecycle_iteration_report.doc] to ensure the accuracy of all data in the report","Check the full text of [system_version_full_lifecycle_iteration_report.doc] to confirm that the contents extracted from the original file are free of typos... | ["Outcome Evaluation","Outcome Evaluation","Process Evaluation","Basic Evaluation","Basic Evaluation","Process Evaluation","Process Evaluation","Basic Evaluation","Outcome Evaluation","Process Evaluation","Basic Evaluation","Outcome Evaluation"] | [{"from":"18fec6689633b536_description_9.txt","to":"b4418640fb00a12f_description_15.txt"},{"from":"35ccb5991494324f_description_12.txt","to":"b4418640fb00a12f_description_15.txt"},{"from":"18fec6689633b536_description_9.txt","to":"bec9bfa3d581a4ed_description_22.txt"},{"from":"35ccb5991494324f_description_12.txt","to":... | [{"filename":"18fec6689633b536_description_9.txt","stored_relpath":"data/18fec6689633b536_18fec6689633b536_description_9.txt"},{"filename":"35ccb5991494324f_description_12.txt","stored_relpath":"data/35ccb5991494324f_35ccb5991494324f_description_12.txt"},{"filename":"b4418640fb00a12f_description_15.txt","stored_relpath... | ["Workspace Exploration","Lineage Tracing","Semantic Content Relations Understanding"] |
100 | Logistics Manager | Integrate the contents of four files and organize a complete `onsite_hosting_execution_manual.doc` covering the full hosting workflow from opening to closing, ensuring smooth transitions between segments and consistent logic throughout, so it can serve as standardized hosting guidance for on-site celebration execution. | medium | ["onsite_hosting_execution_manual.doc"] | ["In `onsite_hosting_execution_manual.doc`, is the hosting content for the warm-up and opening section complete and properly standardized, while fitting the theme positioning of the tenth-anniversary celebration?","In `onsite_hosting_execution_manual.doc`, is the wording logic of the host script consistent across all s... | ["Process Evaluation","Basic Evaluation","Process Evaluation","Basic Evaluation","Outcome Evaluation","Process Evaluation","Outcome Evaluation"] | [{"from":"host_script_1.docx","to":"onsite_hosting_execution_manual.doc"},{"from":"host_script_2.docx","to":"onsite_hosting_execution_manual.doc"},{"from":"host_script_3.docx","to":"onsite_hosting_execution_manual.doc"},{"from":"host_script_4.docx","to":"onsite_hosting_execution_manual.doc"}] | [{"filename":"host_script_1.docx","stored_relpath":"data/a60fb401fab41412_host_script_1.docx"},{"filename":"host_script_2.docx","stored_relpath":"data/6d6ba67c92d11333_host_script_2.docx"},{"filename":"host_script_3.docx","stored_relpath":"data/861e7d7a1eab2d54_host_script_3.docx"},{"filename":"host_script_4.docx","sto... | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization"] |
102 | Logistics Manager | Based on the cost-control requirements in four files, prepare a company-wide `office_operations_cost_saving_standards_summary_manual.doc` that clearly defines the control rules, supporting policies, and violation-handling measures for four major scenarios: meetings, business travel, reception, and office energy consump... | medium | ["office_operations_cost_saving_standards_summary_manual.doc"] | ["Does the plan in \"office_operations_cost_saving_standards_summary_manual.doc\" fully cover the five major reduction scenarios of meetings, travel, reception, vehicles, and water and electricity, and the control measures are specific, executable, and there are no core content omissions?","Does each cost reduction sce... | ["Basic Evaluation","Process Evaluation","Process Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Basic Evaluation"] | [{"from":"office_operations_cost_saving_standards_summary_manual.doc","to":"cost_reduction_and_efficiency_improvement_practical_plan_1.docx"},{"from":"office_operations_cost_saving_standards_summary_manual.doc","to":"cost_reduction_and_efficiency_improvement_practical_plan_2.docx"},{"from":"office_operations_cost_savin... | [{"filename":"cost_reduction_and_efficiency_improvement_practical_plan_1.docx","stored_relpath":"data/b26c1a99fb2df348_cost_reduction_and_efficiency_improvement_practical_plan_1.docx"},{"filename":"cost_reduction_and_efficiency_improvement_practical_plan_2.docx","stored_relpath":"data/f58f30678f05f585_cost_reduction_an... | ["Workspace Exploration","Task-Providing File Utilization","Result-Providing Files Utilization"] |
107 | Operations Manager | The company needs to formulate a global market product strategy for the next year. Please traverse all data directories under /Global Business/, integrate order data, product catalogs, logistics analysis and customer group data in each regional market, and complete the following analysis: (1) Compare sales and profit m... | hard | ["Global_Product_Strategy.md"] | ["Is the report file Global_Product_Strategy.md successfully generated and can be read normally?","Does the analysis include all five markets (USCA, Asia Pacific, Europe, LATAM, Africa) with a total of 1000 order records?","Are total sales reported at $1,710,971.47, total profit at $288,920.44, and overall profit margi... | ["Basic Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome... | [{"from":"Africa_orders.csv","to":"product_info.csv"},{"from":"Asia_Pacific_orders.csv","to":"product_info.csv"},{"from":"Europe_orders.csv","to":"product_info.csv"},{"from":"LATAM_orders.csv","to":"product_info.csv"},{"from":"USCA_orders.csv","to":"product_info.csv"},{"from":"Africa_orders.csv","to":"shipping_by_mode.... | [{"filename":"product_info.csv","stored_relpath":"data/product_info.csv"},{"filename":"segment_performance.csv","stored_relpath":"data/segment_performance.csv"},{"filename":"Africa_orders.csv","stored_relpath":"data/Africa_orders.csv"},{"filename":"Asia_Pacific_orders.csv","stored_relpath":"data/Asia_Pacific_orders.csv... | ["Workspace Exploration","Result-Providing Files Utilization","Lineage Tracing","Semantic Content Relations Understanding","Heterogeneous File Understanding"] |
108 | Operations Manager | The company uses the Superstore sales management system, with data scattered across multiple directories. Please combine the sales data of each region under the /Sales Management/Regional Sales Data/ directory, combined with the product catalog in /Sales Management/Product Information/ and the customer information in /... | medium | ["Regional_Sales_Analysis_Report.md"] | ["Is the report file Regional_Sales_Analysis_Report.md successfully generated and fully covering the task requirements: two-dimensional cross-summarization, profit margin extreme analysis, high discount order loss analysis?","Does the Category×Region cross summary table contain 12 cross-groupings (3 Category × 4 Region... | ["Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Basic Evaluation","Outcome E... | [{"from":"Central_sales_2017.csv","to":"product_catalog.json"},{"from":"Central_sales_2017.csv","to":"customer_list.csv"},{"from":"East_sales_2017.csv","to":"product_catalog.json"},{"from":"East_sales_2017.csv","to":"customer_list.csv"},{"from":"South_sales_2017.csv","to":"product_catalog.json"},{"from":"South_sales_20... | [{"filename":"product_catalog.json","stored_relpath":"data/product_catalog.json"},{"filename":"customer_list.csv","stored_relpath":"data/customer_list.csv"},{"filename":"Central_sales_2017.csv","stored_relpath":"data/Central_sales_2017.csv"},{"filename":"East_sales_2017.csv","stored_relpath":"data/East_sales_2017.csv"}... | ["Workspace Exploration","Result-Providing Files Utilization","Semantic Content Relations Understanding","Heterogeneous File Understanding"] |
115 | Researcher | I want to read some papers now. Please help me organize the download folder, filter out the duplicate papers, and record the results in an md file in the folder. | easy | ["output2.md"] | ["Does output2.md contain overall statistical information, and the total number of paper files is 17","Is the number of unique papers correctly counted in output2.md as 14?","Is the number of duplicate papers correctly counted in output2.md as 3?","Is the number of repeated groups correctly counted in output2.md as 2 g... | ["Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Basic Evaluation","Basic E... | [{"from":"2601.09974v1 (1).pdf","to":"2601.09974v1.pdf"},{"from":"2601.09974v1 (2).pdf","to":"2601.09974v1.pdf"},{"from":"2601.12234v1 (1).pdf","to":"2601.12234v1.pdf"}] | [{"filename":"2512.21898v2.pdf","stored_relpath":"data/2512.21898v2.pdf"},{"filename":"2601.09974v1 (1).pdf","stored_relpath":"data/2601.09974v1 (1).pdf"},{"filename":"2601.09974v1 (2).pdf","stored_relpath":"data/2601.09974v1 (2).pdf"},{"filename":"2601.09974v1.pdf","stored_relpath":"data/2601.09974v1.pdf"},{"filename"... | ["Workspace Exploration"] |
116 | Logistics Manager | I found that there are some chat records in the ansible folder. Can you summarize them for me, point out who made what changes, and send a message reminding the meeting to change the time to all employees in the group. Also indicate the source of the information for easy viewing, and record the results in an md file in... | hard | ["output20.md"] | ["Does the output20.md file exist and can be read normally?","Does output20.md contain a modification summary section to organize all 7 API document update records?","Is it clearly recorded in output20.md that Zheng Peng updated the API document of inventory-service and the source is marked as chat_8002.txt?","Is it cl... | ["Basic Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process E... | [{"from":"chat_1376.txt","to":"chat_2395.txt"},{"from":"chat_1376.txt","to":"chat_3163.txt"},{"from":"chat_1376.txt","to":"chat_5034.txt"},{"from":"chat_1376.txt","to":"chat_6805.txt"},{"from":"chat_1376.txt","to":"chat_7486.txt"},{"from":"chat_1376.txt","to":"chat_8002.txt"},{"from":"chat_2395.txt","to":"chat_3163.txt... | [{"filename":"chat_1376.txt","stored_relpath":"data/d19420045654df2f_chat_1376.txt"},{"filename":"chat_2395.txt","stored_relpath":"data/020984c2c785d25a_chat_2395.txt"},{"filename":"chat_3163.txt","stored_relpath":"data/fc4780f81d582073_chat_3163.txt"},{"filename":"chat_5034.txt","stored_relpath":"data/c9c85ea833adc688... | ["Result-Providing Files Utilization","Lineage Tracing"] |
120 | Researcher | There are some research-related screenshots on my Desktop that I never renamed, so I do not know what each file contains now. Please summarize and distinguish them, paying attention to category relationships, generate a summary document, and save it to the Desktop as `ScreenShot_summary.md`. | hard | ["ScreenShot_summary.md"] | ["Does the output file `ScreenShot_summary.md` contain descriptions of all 7 screenshots?","Does the summary document correctly divide the 7 screenshots into three groups: AI Agent architecture design, CL-Bench paper, and development environment?","Are there five levels mentioned in the AI Agent architecture section: i... | ["Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","... | [{"from":"ScreenShot_2026-01-10_200308_169.png","to":"ScreenShot_2026-01-10_210325_653.png"},{"from":"ScreenShot_2026-01-10_200308_169.png","to":"ScreenShot_2026-01-10_212541_898.png"},{"from":"ScreenShot_2026-01-10_210325_653.png","to":"ScreenShot_2026-01-10_212541_898.png"},{"from":"ScreenShot_2026-02-07_132145_115.p... | [{"filename":"ScreenShot_2026-01-10_200308_169.png","stored_relpath":"data/af2d844dda028531_ScreenShot_2026-01-10_200308_169.png"},{"filename":"ScreenShot_2026-01-10_210325_653.png","stored_relpath":"data/9c69264e99f19e4e_ScreenShot_2026-01-10_210325_653.png"},{"filename":"ScreenShot_2026-01-10_212541_898.png","stored_... | ["Workspace Exploration","Task-Providing File Utilization","Semantic Content Relations Understanding"] |
124 | Researcher | The files `ScreenShot_2026-02-07_132218_499.png` and `ScreenShot_2026-02-07_132225_683.png` on my Desktop are screenshots I took while studying a paper. Please find that paper in the paper folder, extract its abstract, and output it as `output.txt`. | hard | ["output.txt"] | ["Is the paper title \"CL-BENCH: A benchmark for context learning\" included in the output.txt file?","Does the output.txt file contain the full abstract section title?","Does the summary extracted in output.txt start with \"Current language models (LMs) excel at reasoning over prompts using pre-trained knowledge\"?","... | ["Basic Evaluation","Basic Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Process Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Process Evaluation","Basic Evaluation","Outcome Eva... | [{"from":"ScreenShot_2026-02-07_132218_499.png","to":"CL-Bench.pdf"},{"from":"ScreenShot_2026-02-07_132225_683.png","to":"CL-Bench.pdf"}] | [{"filename":"CL-Bench.pdf","stored_relpath":"data/bc80a4360a7d761b_CL-Bench.pdf"},{"filename":"ScreenShot_2026-02-07_132218_499.png","stored_relpath":"data/748bf0f4e01ae135_ScreenShot_2026-02-07_132218_499.png"},{"filename":"ScreenShot_2026-02-07_132225_683.png","stored_relpath":"data/8aa7f1d7b4d208b7_ScreenShot_2026-... | ["Workspace Exploration","Lineage Tracing","Semantic Content Relations Understanding","Heterogeneous File Understanding"] |
127 | Researcher | There are 10 Python files in the `python` directory of the test project folder. Please summarize them and generate a `requirement.txt` file. | medium | ["requirement.txt"] | ["Is the requirement.txt file generated successfully and not empty?","Does requirement.txt contain a beautifulsoup4 dependency?","Does requirement.txt contain a click dependency?","Does requirement.txt contain a flask dependency?","Does requirement.txt contain loguru dependencies?","Does requirement.txt contain a matpl... | ["Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Proce... | [{"from":"data_process.py","to":"requirement.txt"},{"from":"database.py","to":"requirement.txt"},{"from":"image.py","to":"requirement.txt"},{"from":"machine_learning.py","to":"requirement.txt"},{"from":"parsing.py","to":"requirement.txt"},{"from":"utils.py","to":"requirement.txt"},{"from":"visualization.py","to":"requi... | [{"filename":"data_process.py","stored_relpath":"data/e2255788b05171cc_data_process.py"},{"filename":"database.py","stored_relpath":"data/f959101505b37898_database.py"},{"filename":"image.py","stored_relpath":"data/6ac9cb19a3098459_image.py"},{"filename":"machine_learning.py","stored_relpath":"data/8b25b51cd1e60a50_mac... | ["Workspace Exploration","Semantic Content Relations Understanding"] |
128 | Researcher | In my `ST-Raptor` project folder, there are five `.py` files named after their functions. I may run them multiple times with different parameters, so please provide command-line templates for running them, list all parameters completely, summarize everything into documentation, and output `ST-Raptor_run_commands_and_pa... | hard | ["ST-Raptor_run_commands_and_parameter_guide.md"] | ["Does the output file `ST-Raptor_run_commands_and_parameter_guide.md` include explanations for the five `.py` files `gradio_app.py`, `table_preprocess.py`, `embedding.py`, `clean_cache.py`, and `ai_evaluate.py`?","Does the output file provide a clear terminal command template for each `.py` file?","Does the descriptio... | ["Basic Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Process Evaluation","Outcome Evaluation","Basic Evaluation","Basic Eva... | [{"from":"clean_cache.py","to":"table_preprocess.py"},{"from":"table_preprocess.py","to":"embedding.py"},{"from":"table_preprocess.py","to":"gradio_app.py"},{"from":"embedding.py","to":"gradio_app.py"}] | [{"filename":"ai_evaluate.py","stored_relpath":"data/851e272e81a480e1_ai_evaluate.py"},{"filename":"clean_cache.py","stored_relpath":"data/37a2cc59594426a7_clean_cache.py"},{"filename":"embedding.py","stored_relpath":"data/e98f0f4ff6a57f83_embedding.py"},{"filename":"gradio_app.py","stored_relpath":"data/cc4ebddb85bf4f... | ["Workspace Exploration","Semantic Content Relations Understanding"] |
129 | Researcher | I downloaded five BibTeX files for papers from different paper websites to my Desktop. Please organize and merge them into one consolidated BibTeX document, outputting `bibtex.txt`. | easy | ["bibtex.txt"] | ["Does the output file `bibtex.txt` exist and have a size greater than 2000 bytes?","Does the `Bae2023earlyexit` record in `bibtex.txt` include the entry from `bibtex(1).txt`?","Does the `Hsieh2023distillstepbystep` record in `bibtex.txt` include the entry from `bibtex(2).txt`?","Does the `Wang2022selfconsistency` reco... | ["Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluatio... | [{"from":"bibtex(1).txt","to":"bibtex.txt"},{"from":"bibtex(2).txt","to":"bibtex.txt"},{"from":"bibtex(3).txt","to":"bibtex.txt"},{"from":"bibtex(4).txt","to":"bibtex.txt"},{"from":"bibtex(5).txt","to":"bibtex.txt"}] | [{"filename":"bibtex(1).txt","stored_relpath":"data/c2b27937d04cc6b8_bibtex(1).txt"},{"filename":"bibtex(2).txt","stored_relpath":"data/24fff395b0707cb1_bibtex(2).txt"},{"filename":"bibtex(3).txt","stored_relpath":"data/7a51fb5e68286bea_bibtex(3).txt"},{"filename":"bibtex(4).txt","stored_relpath":"data/ad842d953ce83b64... | ["Workspace Exploration","Result-Providing Files Utilization"] |
131 | Researcher | In the `project/ST-Raptor` folder on my Desktop, there are several `.py` files. The current version is already fairly complete, but I want to try further optimization and improvement, so please create a new `backup` subfolder, back up all `.py` files into it, and output an `output.md` file explaining the file structure... | easy | ["output.md"] | ["Is the output.md file present and readable?","Is output.md a Markdown format file with a description of the file structure change?","backup subfolder created successfully?","Does the `backup` folder contain a total of 6 `.py` files?","Does the `backup` folder contain the file `1d0b253770d8fa15_table_preprocess.py`?",... | ["Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Basic Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluation","Outcome Evaluatio... | [{"from":"table_preprocess.py","to":"main.py"},{"from":"ai_evaluate.py","to":"main.py"},{"from":"clean_cache.py","to":"main.py"},{"from":"embedding.py","to":"main.py"},{"from":"gradio_app.py","to":"main.py"}] | [{"filename":"table_preprocess.py","stored_relpath":"data/1d0b253770d8fa15_table_preprocess.py"},{"filename":"ai_evaluate.py","stored_relpath":"data/851e272e81a480e1_ai_evaluate.py"},{"filename":"clean_cache.py","stored_relpath":"data/37a2cc59594426a7_clean_cache.py"},{"filename":"embedding.py","stored_relpath":"data/e... | ["Task-Providing File Utilization","Lineage Tracing"] |
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Workspace-Bench-Lite
Workspace-Bench-Lite is the Lite version of Workspace-Bench. It contains 100 tasks and serves as a lightweight subset of the full benchmark, making it suitable for fast evaluation, quick iteration, and low-cost testing.
Overview
- 100 tasks
- Lightweight version of Workspace-Bench
- Suitable for quick testing and rapid benchmarking
- Preserves the benchmark's core workspace-learning setting
Links
- Official website: https://workspace-bench.github.io/
- GitHub repository: https://github.com/OpenDataBox/Workspace-Bench
- arXiv paper: https://arxiv.org/abs/2605.03596
Citation
@misc{tang2026workspacebench10benchmarkingai,
title={Workspace-Bench 1.0: Benchmarking AI Agents on Workspace Tasks with Large-Scale File Dependencies},
author={Zirui Tang and Xuanhe Zhou and Yumou Liu and Linchun Li and Weizheng Wang and Hongzhang Huang and Jun Zhou and Jiachen Song and Shaoli Yu and Jinqi Wang and Zihang Zhou and Hongyi Zhou and Yuting Lv and Jinyang Li and Jiashuo Liu and Ruoyu Chen and Chunwei Liu and GuoLiang Li and Jihua Kang and Fan Wu},
year={2026},
eprint={2605.03596},
archivePrefix={arXiv},
primaryClass={cs.AI},
url={https://arxiv.org/abs/2605.03596}
}
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