subdomain
stringclasses
17 values
action_reprs
sequence
actions
list
domain
stringclasses
3 values
annotation_id
stringlengths
36
36
website
stringlengths
2
18
confirmed_task
stringlengths
21
308
Restaurant
["[combobox] Reservation type -> SELECT: Pickup","[svg] -> CLICK","[searchbox] Find a location -(...TRUNCATED)
[{"action_uid":"961c3a5e-f8ce-4c71-a917-aa546dcea7fb","cleaned_html":"<html backend_node_id=\"145\">(...TRUNCATED)
Travel
7bda9645-0b5f-470a-8dd7-6af0bff4da68
exploretock
Check for pickup restaurant available in Boston, NY on March 18, 5pm with just one guest
Restaurant
["[svg] -> CLICK","[svg] -> CLICK","[searchbox] Find a location -> TYPE: NAPA VALLEY","[span] (...TRUNCATED)
[{"action_uid":"cb306aa7-a977-4b22-a191-4e7ff1683495","cleaned_html":"<html backend_node_id=\"117\">(...TRUNCATED)
Travel
a6372f23-f462-4706-8455-5b350c46d83c
exploretock
"Book a winery tour in Napa Valley in a winery which serves Mediterranean cuisine with wine testing (...TRUNCATED)
Car rental
["[a] -> CLICK","[textbox] First Name (required) -> TYPE: Allan","[textbox] Last Name (required)(...TRUNCATED)
[{"action_uid":"4e8460ff-798c-4c79-9596-6f4ef871581c","cleaned_html":"<html backend_node_id=\"95\">\(...TRUNCATED)
Travel
c0eeead1-f8ea-4819-a6da-ef0108b40c89
enterprise
Sign Allan Smith for email offers with the email allan.smith@gmail.com and zip code 10001
Car rental
["[searchbox] Pick-up & Return Location (ZIP, City or Airport) (... -> TYPE: Brooklyn","[option] B(...TRUNCATED)
[{"action_uid":"25ed6cca-1f43-4bd0-a185-8d4db5e858e9","cleaned_html":"<html backend_node_id=\"234\">(...TRUNCATED)
Travel
ce34bc61-e3d2-40c8-b02b-b149efc4b115
enterprise
Find a mini van at Brooklyn City from April 5th to April 8th for a 22 year old renter.
Department
["[link] Shop by Category -> CLICK","[link] Pet -> CLICK","[span] Pet Type -> CLICK","[link] Dog(...TRUNCATED)
[{"action_uid":"79c96944-392d-47c9-8e3f-69c5d075f1c6","cleaned_html":"<html backend_node_id=\"166\">(...TRUNCATED)
Shopping
bf469f30-6628-4017-b963-672645d7feab
kohls
Find the highest rated dog collar under 10 dollar.
Airlines
["[combobox] Enter your departing city, airport name, or airpor... -> TYPE: SPRINGFIELD","[button] (...TRUNCATED)
[{"action_uid":"92de7066-88c4-424e-97df-4a48ba0b59b5","cleaned_html":"<html backend_node_id=\"193\">(...TRUNCATED)
Travel
9e035a36-1c77-4014-98ec-4d48ee41d904
united
"Compare the fare types to book a 1-adult ticket from Springfiels, IL to Austin, TX for April 29th 2(...TRUNCATED)
Car rental
["[button] Locations -> HOVER","[link] Find a Location -> CLICK","[textbox] Search by Airport, Ci(...TRUNCATED)
[{"action_uid":"3fed27c4-2cb3-43d0-b92a-16275e1f8178","cleaned_html":"<html backend_node_id=\"135\">(...TRUNCATED)
Travel
cf361c84-6414-4b05-a7a1-77383997150a
budget
"Get an SUV with an additional driver and wifi for pick up in any rental location near Washington r(...TRUNCATED)
Fashion
["[menuitem] Outlet -> CLICK","[link] Mens -> CLICK","[div] Product Category -> CLICK","[link] C(...TRUNCATED)
[{"action_uid":"69539b1f-4a50-4fd5-9700-d3406bff509d","cleaned_html":"<html backend_node_id=\"164\">(...TRUNCATED)
Shopping
46a3683f-fbe0-40d0-8729-6c7964d994e6
underarmour
Find a men's UA outlet T-shirt of XL size and add to cart.
Department
["[textbox] Search by keyword or web id -> TYPE: wall art","[input] -> CLICK","[link] Wall Art -(...TRUNCATED)
[{"action_uid":"a4c16da0-0706-4d0a-a259-eb7657bbbbc9","cleaned_html":"<html backend_node_id=\"166\">(...TRUNCATED)
Shopping
4b2030ff-b83c-445f-bf87-9c8fbc68498b
kohls
Browse for wall art with a price range of $25 to $50.
Department
["[span] Shop by Category -> CLICK","[link] Women -> HOVER","[link] Sweaters & Cardigans -> CLICK(...TRUNCATED)
[{"action_uid":"aef52996-d58a-4772-9e64-05599aab864b","cleaned_html":"<html backend_node_id=\"153\">(...TRUNCATED)
Shopping
4bc70fa1-e817-405f-b113-0919e8e94205
kohls
Add the cheapest Women's Sweaters to my shopping cart.

Dataset Card for Dataset Name

Dataset Summary

Mind2Web is a dataset for developing and evaluating generalist agents for the web that can follow language instructions to complete complex tasks on any website. Existing datasets for web agents either use simulated websites or only cover a limited set of websites and tasks, thus not suitable for generalist web agents. With over 2,000 open-ended tasks collected from 137 websites spanning 31 domains and crowdsourced action sequences for the tasks, Mind2Web provides three necessary ingredients for building generalist web agents: 1. diverse domains, websites, and tasks, 2. use of real-world websites instead of simulated and simplified ones, and 3. a broad spectrum of user interaction patterns.

Dataset Structure

Data Fields

  • "annotation_id" (str): unique id for each task
  • "website" (str): website name
  • "domain" (str): website domain
  • "subdomain" (str): website subdomain
  • "confirmed_task" (str): task description
  • "action_reprs" (list[str]): human readable string representation of the action sequence
  • "actions" (list[dict]): list of actions (steps) to complete the task
    • "action_uid" (str): unique id for each action (step)
    • "raw_html" (str): raw html of the page before the action is performed
    • "cleaned_html" (str): cleaned html of the page before the action is performed
    • "operation" (dict): operation to perform
      • "op" (str): operation type, one of CLICK, TYPE, SELECT
      • "original_op" (str): original operation type, contain additional HOVER and ENTER that are mapped to CLICK, not used
      • "value" (str): optional value for the operation, e.g., text to type, option to select
    • "pos_candidates" (list[dict]): ground truth elements. Here we only include positive elements that exist in "cleaned_html" after our preprocessing, so "pos_candidates" might be empty. The original labeled element can always be found in the "raw_html".
      • "tag" (str): tag of the element
      • "is_original_target" (bool): whether the element is the original target labeled by the annotator
      • "is_top_level_target" (bool): whether the element is a top level target find by our algorithm. please see the paper for more details.
      • "backend_node_id" (str): unique id for the element
      • "attributes" (str): serialized attributes of the element, use json.loads to convert back to dict
    • "neg_candidates" (list[dict]): other candidate elements in the page after preprocessing, has similar structure as "pos_candidates"

Data Splits

  • train: 1,009 instances
  • test: (To prevent potential data leakage, please check our repo for information on obtaining the test set.)
    • Cross Task: 252 instances, tasks from the same website are seen during training
    • Cross Website: 177 instances, websites are not seen during training
    • Cross Domain: 9,12 instances, entire domains are not seen during training

Licensing Information

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.

Disclaimer

This dataset was collected and released solely for research purposes, with the goal of making the web more accessible via language technologies. The authors are strongly against any potential harmful use of the data or technology to any party.

Citation Information

@misc{deng2023mind2web,
  title={Mind2Web: Towards a Generalist Agent for the Web},
  author={Xiang Deng and Yu Gu and Boyuan Zheng and Shijie Chen and Samuel Stevens and Boshi Wang and Huan Sun and Yu Su},
  year={2023},
  eprint={2306.06070},
  archivePrefix={arXiv},
  primaryClass={cs.CL}
}
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