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README.md

@@ -1,29 +1,172 @@
 ---
-dataset_info:
-  features:
-  - name: benchmark
-    dtype: string
-  - name: task_name
-    dtype: string
-  - name: task_seed
-    dtype: int64
-  - name: task_config
-    dtype: string
-  - name: goal
-    dtype: string
-  - name: start_url
-    dtype: string
-  - name: validation
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 364644
-    num_examples: 207
-  download_size: 51656
-  dataset_size: 364644
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
+license: apache-2.0
+task_categories:
+  - text-generation
+tags:
+  - web-agent
+  - evaluation
+  - erpnext
+pretty_name: ERPNext Tasks
 ---
+
+# ERPNext Tasks
+
+An evaluation dataset for web agents operating on a self-hosted ERPNext instance. Each row contains a task goal, a configuration dict with a SQL validation query, and a standalone Python validation function that scores agent performance by querying the ERPNext database.
+
+## Dataset overview
+
+- **207 samples** across **82 task categories**
+- A single shared validator queries a SQL endpoint to verify outcomes
+
+| Domain | Categories | Samples | Examples |
+|---|---|---|---|
+| User Management | 7 | 18 | Create users, assign roles, disable accounts, create user groups |
+| Purchasing | 8 | 16 | Create suppliers, purchase orders, manage discounts and confirmations |
+| Sales | 10 | 27 | Create customers, sales orders, sales invoices with tax rates |
+| Inventory | 8 | 18 | Create stock items and entries, edit item properties, manage letterheads |
+| HR | 5 | 14 | Create employees with various detail levels, update departments |
+| Accounting | 10 | 22 | Create journal and payment entries, cancel or assign entries |
+| Projects | 14 | 38 | Create projects and tasks with dependencies, change status, delete |
+| Multi-step | 20 | 54 | Cross-domain workflows combining creation, assignment, and management |
+
+## Schema
+
+| Column | Type | Description |
+|---|---|---|
+| `benchmark` | `string` | Benchmark name (`erpnext`) |
+| `task_name` | `string` | Task category (e.g. `erpnext.create_sales_order`) |
+| `task_seed` | `int` | Sample index within the category |
+| `task_config` | `string` | JSON-encoded dict with `sql` (validation query) and `count` (expected result count) |
+| `goal` | `string` | Natural language instruction shown to the agent |
+| `start_url` | `string` | URL where the agent should begin (empty, defaults to ERPNext home) |
+| `validation` | `string` | Python source code of the validator module |
+
+## Validation
+
+The validator module exposes a `validate(messages, config)` function:
+
+```python
+def validate(messages: List[Dict[str, str]], config: Dict[str, Any]) -> int:
+    """
+    Args:
+        messages: Conversation history (list of {"role": ..., "content": ...} dicts).
+        config:   The task_config dict for this sample, containing:
+                  - sql: A SQL query to run against the ERPNext database
+                  - count: The expected results_count value
+
+    Returns:
+        1 if the task was completed successfully, 0 otherwise.
+
+    Raises:
+        ValueError: If the task configuration is invalid.
+    """
+```
+
+The validator calls a SQL query endpoint on the ERPNext instance. The following environment variables must be set:
+
+| Variable | Description |
+|---|---|
+| `ERPNEXT_URL` | Base URL of the ERPNext instance (e.g. `https://erpnext.example.com`) |
+| `ERPNEXT_EXTRA_HTTP_HEADERS` | JSON string containing authentication headers (e.g. `{"Authorization": "Bearer <token>"}`) |
+
+### Usage
+
+```python
+import ast
+from datasets import load_dataset
+
+ds = load_dataset("servicenow-ai/erpnext-tasks")
+
+sample = ds["train"][0]
+config = ast.literal_eval(sample["task_config"])
+
+# Load the validator
+exec(sample["validation"], globals())
+score = validate(
+    messages=[{"role": "assistant", "content": "Done."}],
+    config=config,
+)
+```
+
+## Task categories
+
+### User Management
+- **assign_role**: Assign a role profile to a user
+- **create_user_email_first_last**: Create a user with email, first name, and last name
+- **create_user_email_first_last_username_phone**: Create a user with full contact details
+- **create_user_with_email_account_dependency_HARD**: Create a user with email account dependency
+- **create_user_group_with_new_users_HARD**: Create a user group with newly created users
+- **disable_user_account**: Disable a user account
+- **create_user_then_cancel_journal_entry**: Create a user then cancel a journal entry
+
+### Purchasing
+- **create_supplier_name_email_phone**: Create a supplier with contact details
+- **create_supplier_name_group_currency_tax_id**: Create a supplier with financial details
+- **create_purchase_order_with_discount** / **without_discount**: Create purchase orders
+- **create_purchase_order_then_manage_supplier**: Create a purchase order then manage the supplier
+- **create_stock_item_with_name_description_then_create_purchase_order**: Create item then order
+- **create_stock_item_without_name_description_then_create_purchase_order**: Create item then order (minimal)
+- **add_date_confirmation_number_to_purchase_order**: Update purchase order confirmation details
+- **add_comment_to_draft_purchase_orders**: Add comments to draft purchase orders
+
+### Sales
+- **create_customer_name_account_manager_group**: Create a customer with manager and group
+- **create_customer_name_type_address**: Create a customer with address details
+- **create_customer_with_account_manager_group_tax_dependencies_HARD**: Complex customer creation
+- **create_customer_with_account_manager_role_profile_group_tax_dependencies_HARD**: Complex customer creation with role profiles
+- **create_sales_order** / **create_sales_order_put_on_hold**: Create and manage sales orders
+- **create_sales_invoice** / **create_sales_invoice_with_custom_tax_rate**: Create invoices
+- **create_sales_invoice_with_date_cost_center**: Create invoice with cost center
+- **create_sales_invoice_with_customer_item_account_dependencies_HARD**: Complex invoice creation
+- **create_sales_invoice_with_customer_item_territory_pricelist_account_dependencies_HARD**: Complex invoice with territory and pricelist
+
+### Inventory
+- **create_stock_item_id_group**: Create a stock item with ID and group
+- **create_stock_item_name_id_group_description**: Create a stock item with full details
+- **create_stock_item_name_id_group_description_shelf_life_warranty**: Create item with shelf life and warranty
+- **create_stock_entry** / **create_stock_entry_with_letterhead**: Create stock entries
+- **edit_stock_item_warranty_weight**: Edit item warranty and weight
+- **edit_stock_item_warranty_weight_material_request_type_tag**: Edit item with additional fields
+- **delete_stock_item** / **disable_stock_item**: Remove or disable stock items
+
+### HR
+- **create_employee_name_gender_dob_status_join_date**: Create employee with basic info
+- **create_employee_name_gender_dob_join_date_salary_phone**: Create employee with salary and phone
+- **create_employee_full_address_HARD**: Create employee with full address details
+- **create_employee_with_emergency_contact_HARD**: Create employee with emergency contact
+- **update_employee_department**: Update an employee's department
+
+### Accounting
+- **create_journal_entry** / **create_journal_entry_with_account_dependency_HARD**: Create journal entries
+- **create_payment_entry_without_cost_center** / **with_cost_center_cheque_date_reference**: Create payment entries
+- **create_payment_entry_with_customer_account_project_dependencies_HARD**: Complex payment entry
+- **create_payment_entry_with_mode_of_payment_account_supplier_cost_center_dependencies_HARD**: Complex payment entry with supplier
+- **cancel_journal_entry** / **cancel_payment_entry** / **cancel_purchase_order**: Cancel accounting documents
+- **assign_journal_entry** / **assign_payment_entry** / **assign_purchase_order**: Assign documents to users
+
+### Projects & Tasks
+- **create_project_with_name_company**: Create a project with name and company
+- **create_project_with_name_company_priority_note**: Create project with priority and notes
+- **create_project_with_name_company_priority_note_dept_cost**: Create project with department and cost center
+- **create_project_with_customer_full_address_HARD**: Create project with customer address
+- **create_project_with_type_dept_dependencies_HARD**: Create project with type and department dependencies
+- **create_project_with_type_dept_cost_center_dependencies_HARD**: Create project with cost center dependencies
+- **create_project_with_type_dept_customer_cost_center_dependencies_HARD**: Create project with full dependencies
+- **create_task_with_subject_project**: Create a task in a project
+- **create_task_with_subject_project_priority_dept**: Create task with priority and department
+- **create_task_with_subject_project_priority_dept_comment**: Create task with comment
+- **create_task_with_project_type_dept_dependencies_HARD**: Create task with dependencies
+- **create_task_with_project_type_parent_dept_dependencies_HARD**: Create task with parent task dependency
+- **change_project_status** / **delete_project** / **delete_task**: Manage project lifecycle
+- **update_task_status** / **assign_task**: Update and assign tasks
+
+### Multi-step & Cross-domain
+- **assign_sales_invoice** / **tag_sales_invoice** / **favorite_sales_invoice**: Manage sales invoice metadata
+- **tag_supplier** / **delete_supplier**: Manage supplier metadata
+- **update_target_warehouse_on_suppliers_purchase_orders**: Update warehouse on purchase orders
+- **create_customer_then_create_sales_invoice**: Create customer then invoice
+- **create_customer_then_create_sales_order**: Create customer then sales order
+- **create_sales_invoice_then_assign_task**: Create invoice then assign a task
+- **create_project_then_cancel_payment_entry**: Create project then cancel payment entry
+- **create_task_then_assign_payment_entry**: Create task then assign payment entry
+- **assign_journal_entry_then_update_task_status**: Assign journal entry then update task