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README.md

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+---
+pretty_name: MiniWeb
+license: other
+license_name: miniweb-mixed
+language:
+- en
+task_categories:
+- image-text-to-text
+tags:
+- web-agents
+- gui-agents
+- benchmark
+- trajectories
+size_categories:
+- 10K<n<100K
+configs:
+- config_name: tasks
+  default: true
+  data_files:
+  - split: train
+    path: data/tasks/train-*.parquet
+  - split: test
+    path: data/tasks/test-*.parquet
+  - split: excluded
+    path: data/tasks/excluded-*.parquet
+- config_name: demonstrations
+  data_files:
+  - split: train
+    path: data/demonstrations/train-*.parquet
+  - split: test
+    path: data/demonstrations/test-*.parquet
+  - split: excluded
+    path: data/demonstrations/excluded-*.parquet
+- config_name: miniwebgen_trajectories
+  data_files:
+  - split: train
+    path: data/miniwebgen_trajectories/train-*.parquet
+- config_name: miniwebgen_steps
+  data_files:
+  - split: train
+    path: data/miniwebgen_steps/train-*.parquet
+- config_name: training_steps
+  data_files:
+  - split: train
+    path: data/training_steps/train-*.parquet
+- config_name: task_centric_tasks
+  data_files:
+  - split: train
+    path: data/task_centric_tasks/train-*.parquet
+- config_name: task_centric_steps
+  data_files:
+  - split: train
+    path: data/task_centric_steps/train-*.parquet
+- config_name: single_primitive_test_tasks
+  data_files:
+  - split: test
+    path: data/single_primitive_test_tasks/test-*.parquet
+- config_name: sites
+  data_files:
+  - split: full
+    path: data/sites/*.parquet
+- config_name: primitives
+  data_files:
+  - split: full
+    path: data/primitives/*.parquet
+- config_name: guides
+  data_files:
+  - split: full
+    path: data/guides/*.parquet
+---
+
+# MiniWeb
+
+MiniWeb is a benchmark for web agents that measures skills, not only tasks: 65 locally hosted websites, 37 interaction
+primitives (searching, filtering, filling forms, dragging, uploading, ...), and 369 human-written tasks whose every step
+is labeled with the primitive it exercises and checked by a verifier. MiniWebGen generates practice data for each
+primitive on the training sites, and MiniWebAgent is trained on it. The code that serves the sites, runs the
+evaluations and reproduces the paper is in the MiniWeb repository.
+
+## Tables
+
+| Config | Rows | One row per |
+|---|---|---|
+| `tasks` | 369 (train 304, test 62, excluded 3) | human task: instruction, primitives, the task and verifier as evaluated, the annotator's originals, provenance, the demonstration's server and input logs |
+| `demonstrations` | 17.4K | recorded event of a human demonstration (action or observation), with the page's HTML, accessibility tree and screenshot where recorded; `screenshot` rows at the end hold captures no event points to |
+| `miniwebgen_trajectories` | 3,128 | MiniWebGen trajectory of one primitive on a training site, with its backend and judge verdicts |
+| `miniwebgen_steps` | 17.1K | step of a MiniWebGen trajectory, with its screenshot and the targeted page element; `phase` is `history` for the steps of the primitive a chained trajectory starts with |
+| `training_steps` | 31K | step of MiniWebAgent's training data in the agent harness's format: prompt messages, target action, screenshot; `is_target` and `validation` mark the 27.6K steps it is fit on |
+| `task_centric_tasks` | 7,280 | task proposed for the task-centric comparison, with its judged outcome |
+| `task_centric_steps` | 27.6K | step of the task-centric training data, in the same format as `training_steps` |
+| `single_primitive_test_tasks` | 115 | generated single-primitive task of a held-out site (evaluation only) |
+| `sites` | 65 | website: domain, train or held-out split, data source and its license |
+| `primitives` | 53 | primitive (46 initial, 37 kept) or reasoning operation |
+| `guides` | 46 | MiniWebGen's guide for a primitive |
+
+Nested fields (verifiers, logs, prompt messages, actions) are JSON strings. `test` is the 13 held-out sites: no
+training data comes from them.
+
+```python
+from datasets import load_dataset
+
+tasks = load_dataset("sparklabuofu/MiniWeb", "tasks", split="test")
+steps = load_dataset("sparklabuofu/MiniWeb", "training_steps", split="train", streaming=True)
+```
+
+## The websites
+
+`site_db/` holds everything the sites need to run offline: one Parquet file per table of the 65 sites
+(`site_db/tables/<site>/`), the schema (`schema.json`), the rows each full-text index holds (`fts_rowids/`), the sites'
+own images (`static.parquet`: generated product shots, post images, book covers, avatars), and a copy of the external
+media the pages show (`media/`: images that site data links to on other hosts, such as product and phone photos,
+wikiHow step images and images inside posts, plus the map's basemap tiles; `media_manifest.parquet` lists every linked
+URL and whether it could still be fetched). `scripts/restore_site_db.py` in the code repository downloads it, rebuilds
+the SQLite database the sites run on, with search behaving exactly as when the tasks were recorded, and unpacks the
+media, which the server then serves in place of the original links. Session state from our evaluations is not
+included.
+
+## Updates
+
+- 2026-10-19: a task audit removed 7 tasks (369 remain, 62 of them in `test`), corrected the verifiers of 51
+  tasks and the definitions of 48, and re-recorded 37 demonstrations; the `sites` table has corrected source and
+  license notes for 4 sites. Earlier versions stay in this repository's history.
+
+## Privacy
+
+Annotators appear only as the pseudonyms A1 to A6. The sites' people are synthetic, apart from the public sources
+listed in `sites` (for example the Enron email corpus and the WebArena Reddit and GitLab environments).
+
+## License
+
+- Data created for MiniWeb (tasks, verifiers, demonstrations, MiniWebGen and task-centric data, the synthetic data of
+  44 sites): CC BY 4.0.
+- Data of the 21 sites seeded from public sources: the license of each source, listed in the `sites` table. Some are
+  share-alike (CC BY-SA, ODbL) and some restrict use (wikiHow: CC BY-NC-SA; USA Real Estate: educational use), so
+  the site database as a whole is for non-commercial research.
+- Screenshots and page snapshots show site content and carry the license of that content.
+- `site_db/media/` archives third-party images that site data links to (for example product photos from WebShop's
+  data and phone photos from GSMArena), as WebShop and WebArena use them, so the benchmark stays reproducible; their
+  rights remain with their owners.

site_db/tables.json

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+[
+ {
+  "table": "academic_paper_db_papers",
+  "site": "academic-paper-db",
+  "rows": 100000,
+  "path": "tables/academic-paper-db/academic_paper_db_papers.parquet"
+ },
+ {
+  "table": "academic_paper_db_users",
+  "site": "academic-paper-db",
+  "rows": 5,
+  "path": "tables/academic-paper-db/academic_paper_db_users.parquet"
+ },
+ {
+  "table": "agency_portals_announcements",
+  "site": "agency-portals",
+  "rows": 100,
+  "path": "tables/agency-portals/agency_portals_announcements.parquet"
+ },
+ {
+  "table": "agency_portals_appointment_types",
+  "site": "agency-portals",
+  "rows": 8,
+  "path": "tables/agency-portals/agency_portals_appointment_types.parquet"
+ },
+ {
+  "table": "agency_portals_departments",
+  "site": "agency-portals",
+  "rows": 8,
+  "path": "tables/agency-portals/agency_portals_departments.parquet"
+ },
+ {
+  "table": "agency_portals_payment_types",
+  "site": "agency-portals",
+  "rows": 9,
+  "path": "tables/agency-portals/agency_portals_payment_types.parquet"
+ },
+ {
+  "table": "agency_portals_permits",
+  "site": "agency-portals",
+  "rows": 500,
+  "path": "tables/agency-portals/agency_portals_permits.parquet"
+ },
+ {
+  "table": "agency_portals_records",
+  "site": "agency-portals",
+  "rows": 4416,
+  "path": "tables/agency-portals/agency_portals_records.parquet"
+ },
+ {
+  "table": "agency_portals_services",
+  "site": "agency-portals",
+  "rows": 20,
+  "path": "tables/agency-portals/agency_portals_services.parquet"
+ },
+ {
+  "table": "agency_portals_users",
+  "site": "agency-portals",
+  "rows": 5,
+  "path": "tables/agency-portals/agency_portals_users.parquet"
+ },
+ {
+  "table": "ai_chatbots_conversations",
+  "site": "ai-chatbots",
+  "rows": 4010,
+  "path": "tables/ai-chatbots/ai_chatbots_conversations.parquet"
+ },
+ {
+  "table": "ai_chatbots_faq",
+  "site": "ai-chatbots",
+  "rows": 148,
+  "path": "tables/ai-chatbots/ai_chatbots_faq.parquet"
+ },
+ {
+  "table": "ai_chatbots_knowledge_base",
+  "site": "ai-chatbots",
+  "rows": 448,
+  "path": "tables/ai-chatbots/ai_chatbots_knowledge_base.parquet"
+ },
+ {
+  "table": "ai_chatbots_prompts_library",
+  "site": "ai-chatbots",
+  "rows": 292,
+  "path": "tables/ai-chatbots/ai_chatbots_prompts_library.parquet"
+ },
+ {
+  "table": "ai_chatbots_users",
+  "site": "ai-chatbots",
+  "rows": 125,
+  "path": "tables/ai-chatbots/ai_chatbots_users.parquet"
+ },
+ {
+  "table": "auctions_p2p_marketplaces_bids",
+  "site": "auctions-p2p-marketplaces",
+  "rows": 2439,
+  "path": "tables/auctions-p2p-marketplaces/auctions_p2p_marketplaces_bids.parquet"
+ },
+ {
+  "table": "auctions_p2p_marketplaces_messages",
+  "site": "auctions-p2p-marketplaces",
+  "rows": 410,
+  "path": "tables/auctions-p2p-marketplaces/auctions_p2p_marketplaces_messages.parquet"
+ },
+ {
+  "table": "auctions_p2p_marketplaces_orders",
+  "site": "auctions-p2p-marketplaces",
+  "rows": 0,
+  "path": "tables/auctions-p2p-marketplaces/auctions_p2p_marketplaces_orders.parquet"
+ },
+ {
+  "table": "auctions_p2p_marketplaces_products",
+  "site": "auctions-p2p-marketplaces",
+  "rows": 2158,
+  "path": "tables/auctions-p2p-marketplaces/auctions_p2p_marketplaces_products.parquet"
+ },
+ {
+  "table": "auctions_p2p_marketplaces_ratings",
+  "site": "auctions-p2p-marketplaces",
+  "rows": 315,
+  "path": "tables/auctions-p2p-marketplaces/auctions_p2p_marketplaces_ratings.parquet"
+ },
+ {
+  "table": "auctions_p2p_marketplaces_reports",
+  "site": "auctions-p2p-marketplaces",
+  "rows": 2,
+  "path": "tables/auctions-p2p-marketplaces/auctions_p2p_marketplaces_reports.parquet"
+ },
+ {
+  "table": "auctions_p2p_marketplaces_users",
+  "site": "auctions-p2p-marketplaces",
+  "rows": 10,
+  "path": "tables/auctions-p2p-marketplaces/auctions_p2p_marketplaces_users.parquet"
+ },
+ {
+  "table": "auctions_p2p_marketplaces_watchlist",
+  "site": "auctions-p2p-marketplaces",
+  "rows": 165,
+  "path": "tables/auctions-p2p-marketplaces/auctions_p2p_marketplaces_watchlist.parquet"
+ },
+ {
+  "table": "auctions_p2p_marketplaces_webshop_products_samplel",
+  "site": "auctions-p2p-marketplaces",
+  "rows": 500,
+  "path": "tables/auctions-p2p-marketplaces/auctions_p2p_marketplaces_webshop_products_samplel.parquet"
+ },
+ {
+  "table": "banking_accounts",
+  "site": "banking",
+  "rows": 12,
+  "path": "tables/banking/banking_accounts.parquet"
+ },
+ {
+  "table": "banking_bills",
+  "site": "banking",
+  "rows": 60,
+  "path": "tables/banking/banking_bills.parquet"
+ },
+ {
+  "table": "banking_cc_payments",
+  "site": "banking",
+  "rows": 26,
+  "path": "tables/banking/banking_cc_payments.parquet"
+ },
+ {
+  "table": "banking_cc_statements",
+  "site": "banking",
+  "rows": 15,
+  "path": "tables/banking/banking_cc_statements.parquet"
+ },
+ {
+  "table": "banking_cc_transactions",
+  "site": "banking",
+  "rows": 1930,
+  "path": "tables/banking/banking_cc_transactions.parquet"
+ },
+ {
+  "table": "banking_cc_users",
+  "site": "banking",
+  "rows": 5,
+  "path": "tables/banking/banking_cc_users.parquet"
+ },
+ {
+  "table": "banking_loans",
+  "site": "banking",
+  "rows": 5,
+  "path": "tables/banking/banking_loans.parquet"
+ },
+ {
+  "table": "banking_payees",
+  "site": "banking",
+  "rows": 27,
+  "path": "tables/banking/banking_payees.parquet"
+ },
+ {
+  "table": "banking_transactions",
+  "site": "banking",
+  "rows": 4220,
+  "path": "tables/banking/banking_transactions.parquet"
+ },
+ {
+  "table": "banking_users",
+  "site": "banking",
+  "rows": 5,
+  "path": "tables/banking/banking_users.parquet"
+ },
+ {
+  "table": "blogs_comments",
+  "site": "blogs",
+  "rows": 3750,
+  "path": "tables/blogs/blogs_comments.parquet"
+ },
+ {
+  "table": "blogs_posts",
+  "site": "blogs",
+  "rows": 1215,
+  "path": "tables/blogs/blogs_posts.parquet"
+ },
+ {
+  "table": "blogs_reports",
+  "site": "blogs",
+  "rows": 60,
+  "path": "tables/blogs/blogs_reports.parquet"
+ },
+ {
+  "table": "blogs_users",
+  "site": "blogs",
+  "rows": 40,
+  "path": "tables/blogs/blogs_users.parquet"
+ },
+ {
+  "table": "books_comics_books",
+  "site": "books-comics",
+  "rows": 1892,
+  "path": "tables/books-comics/books_comics_books.parquet"
+ },
+ {
+  "table": "books_comics_cart",
+  "site": "books-comics",
+  "rows": 1,
+  "path": "tables/books-comics/books_comics_cart.parquet"
+ },
+ {
+  "table": "books_comics_categories",
+  "site": "books-comics",
+  "rows": 12,
+  "path": "tables/books-comics/books_comics_categories.parquet"
+ },
+ {
+  "table": "books_comics_chapters",
+  "site": "books-comics",
+  "rows": 30000,
+  "path": "tables/books-comics/books_comics_chapters.parquet"
+ },
+ {
+  "table": "books_comics_orders",
+  "site": "books-comics",
+  "rows": 2,
+  "path": "tables/books-comics/books_comics_orders.parquet"
+ },
+ {
+  "table": "books_comics_reviews",
+  "site": "books-comics",
+  "rows": 10,
+  "path": "tables/books-comics/books_comics_reviews.parquet"
+ },
+ {
+  "table": "books_comics_users",
+  "site": "books-comics",
+  "rows": 5,
+  "path": "tables/books-comics/books_comics_users.parquet"
+ },
+ {
+  "table": "brokerage_options",
+  "site": "brokerage",
+  "rows": 4074,
+  "path": "tables/brokerage/brokerage_options.parquet"
+ },
+ {
+  "table": "brokerage_orders",
+  "site": "brokerage",
+  "rows": 40,
+  "path": "tables/brokerage/brokerage_orders.parquet"
+ },
+ {
+  "table": "brokerage_portfolios",
+  "site": "brokerage",
+  "rows": 5,
+  "path": "tables/brokerage/brokerage_portfolios.parquet"
+ },
+ {
+  "table": "brokerage_price_data",
+  "site": "brokerage",
+  "rows": 506,
+  "path": "tables/brokerage/brokerage_price_data.parquet"
+ },
+ {
+  "table": "brokerage_price_history",
+  "site": "brokerage",
+  "rows": 1,
+  "path": "tables/brokerage/brokerage_price_history.parquet"
+ },
+ {
+  "table": "brokerage_tickers",
+  "site": "brokerage",
+  "rows": 506,
+  "path": "tables/brokerage/brokerage_tickers.parquet"
+ },
+ {
+  "table": "brokerage_users",
+  "site": "brokerage",
+  "rows": 5,
+  "path": "tables/brokerage/brokerage_users.parquet"
+ },
+ {
+  "table": "brokerage_watchlists",
+  "site": "brokerage",
+  "rows": 5,
+  "path": "tables/brokerage/brokerage_watchlists.parquet"
+ },
+ {
+  "table": "business_company_applications",
+  "site": "business-company",
+  "rows": 0,
+  "path": "tables/business-company/business_company_applications.parquet"
+ },
+ {
+  "table": "business_company_contacts",
+  "site": "business-company",
+  "rows": 1420,
+  "path": "tables/business-company/business_company_contacts.parquet"
+ },
+ {
+  "table": "business_company_jobs",
+  "site": "business-company",
+  "rows": 40,
+  "path": "tables/business-company/business_company_jobs.parquet"
+ },
+ {
+  "table": "business_company_posts",
+  "site": "business-company",
+  "rows": 600,
+  "path": "tables/business-company/business_company_posts.parquet"
+ },
+ {
+  "table": "business_company_products",
+  "site": "business-company",
+  "rows": 3,
+  "path": "tables/business-company/business_company_products.parquet"
+ },
+ {
+  "table": "business_company_services",
+  "site": "business-company",
+  "rows": 14,
+  "path": "tables/business-company/business_company_services.parquet"
+ },
+ {
+  "table": "business_company_subscribers",
+  "site": "business-company",
+  "rows": 2800,
+  "path": "tables/business-company/business_company_subscribers.parquet"
+ },
+ {
+  "table": "business_company_team",
+  "site": "business-company",
+  "rows": 12,
+  "path": "tables/business-company/business_company_team.parquet"
+ },
+ {
+  "table": "business_company_testimonials",
+  "site": "business-company",
+  "rows": 150,
+  "path": "tables/business-company/business_company_testimonials.parquet"
+ },
+ {
+  "table": "calendar_todo_events",
+  "site": "calendar-todo",
+  "rows": 4993,
+  "path": "tables/calendar-todo/calendar_todo_events.parquet"
+ },
+ {
+  "table": "calendar_todo_users",
+  "site": "calendar-todo",
+  "rows": 15,
+  "path": "tables/calendar-todo/calendar_todo_users.parquet"
+ },
+ {
+  "table": "cloud_dev_consoles_alerts",
+  "site": "cloud-dev-consoles",
+  "rows": 80,
+  "path": "tables/cloud-dev-consoles/cloud_dev_consoles_alerts.parquet"
+ },
+ {
+  "table": "cloud_dev_consoles_api_endpoints",
+  "site": "cloud-dev-consoles",
+  "rows": 60,
+  "path": "tables/cloud-dev-consoles/cloud_dev_consoles_api_endpoints.parquet"
+ },
+ {
+  "table": "cloud_dev_consoles_billing",
+  "site": "cloud-dev-consoles",
+  "rows": 108,
+  "path": "tables/cloud-dev-consoles/cloud_dev_consoles_billing.parquet"
+ },
+ {
+  "table": "cloud_dev_consoles_databases",
+  "site": "cloud-dev-consoles",
+  "rows": 35,
+  "path": "tables/cloud-dev-consoles/cloud_dev_consoles_databases.parquet"
+ },
+ {
+  "table": "cloud_dev_consoles_functions",
+  "site": "cloud-dev-consoles",
+  "rows": 50,
+  "path": "tables/cloud-dev-consoles/cloud_dev_consoles_functions.parquet"
+ },
+ {
+  "table": "cloud_dev_consoles_iam_users",
+  "site": "cloud-dev-consoles",
+  "rows": 25,
+  "path": "tables/cloud-dev-consoles/cloud_dev_consoles_iam_users.parquet"
+ },
+ {
+  "table": "cloud_dev_consoles_instances",
+  "site": "cloud-dev-consoles",
+  "rows": 136,
+  "path": "tables/cloud-dev-consoles/cloud_dev_consoles_instances.parquet"
+ },
+ {
+  "table": "cloud_dev_consoles_logs",
+  "site": "cloud-dev-consoles",
+  "rows": 30017,
+  "path": "tables/cloud-dev-consoles/cloud_dev_consoles_logs.parquet"
+ },
+ {
+  "table": "cloud_dev_consoles_metrics",
+  "site": "cloud-dev-consoles",
+  "rows": 296,
+  "path": "tables/cloud-dev-consoles/cloud_dev_consoles_metrics.parquet"
+ },
+ {
+  "table": "cloud_dev_consoles_services",
+  "site": "cloud-dev-consoles",
+  "rows": 100,
+  "path": "tables/cloud-dev-consoles/cloud_dev_consoles_services.parquet"
+ },
+ {
+  "table": "cloud_dev_consoles_storage_buckets",
+  "site": "cloud-dev-consoles",
+  "rows": 40,
+  "path": "tables/cloud-dev-consoles/cloud_dev_consoles_storage_buckets.parquet"
+ },
+ {
+  "table": "cloud_dev_consoles_users",
+  "site": "cloud-dev-consoles",
+  "rows": 5,
+  "path": "tables/cloud-dev-consoles/cloud_dev_consoles_users.parquet"
+ },
+ {
+  "table": "cloud_storage_file_transfer_files",
+  "site": "cloud-storage-file-transfer",
+  "rows": 598,
+  "path": "tables/cloud-storage-file-transfer/cloud_storage_file_transfer_files.parquet"
+ },
+ {
+  "table": "cloud_storage_file_transfer_folders",
+  "site": "cloud-storage-file-transfer",
+  "rows": 78,
+  "path": "tables/cloud-storage-file-transfer/cloud_storage_file_transfer_folders.parquet"
+ },
+ {
+  "table": "cloud_storage_file_transfer_shares",
+  "site": "cloud-storage-file-transfer",
+  "rows": 952,
+  "path": "tables/cloud-storage-file-transfer/cloud_storage_file_transfer_shares.parquet"
+ },
+ {
+  "table": "cloud_storage_file_transfer_transfers",
+  "site": "cloud-storage-file-transfer",
+  "rows": 3370,
+  "path": "tables/cloud-storage-file-transfer/cloud_storage_file_transfer_transfers.parquet"
+ },
+ {
+  "table": "cloud_storage_file_transfer_users",
+  "site": "cloud-storage-file-transfer",
+  "rows": 20,
+  "path": "tables/cloud-storage-file-transfer/cloud_storage_file_transfer_users.parquet"
+ },
+ {
+  "table": "code_editor_execution_snippets",
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