README.md

metadata

license: openrail
language:
  - en
tags:
  - web agent
  - multimodal
dataset_info:
  features:
    - name: action_uid
      dtype: string
    - name: raw_html
      dtype: string
    - name: cleaned_html
      dtype: string
    - name: operation
      dtype: string
    - name: pos_candidates
      sequence: string
    - name: neg_candidates
      sequence: string
    - name: website
      dtype: string
    - name: domain
      dtype: string
    - name: subdomain
      dtype: string
    - name: annotation_id
      dtype: string
    - name: confirmed_task
      dtype: string
    - name: screenshot
      dtype: image
    - name: action_reprs
      sequence: string
    - name: target_action_index
      dtype: string
    - name: null
      num_examples: 4060
    - name: train
      num_bytes: 13439470200.25
      num_examples: 7775
  download_size: 4014045168
  dataset_size: 22162511398.375

Dataset Structure

Data Splits

• train: 7775 actions from 1009 tasks.
• test_task: 1339 actions from 177 tasks. Tasks from the same website are seen during training.
• test_website: 1019 actions from 142 tasks. Websites are not seen during training.
• test_domain: 4060 actions from 694 tasks. Entire domains are not seen during training.

The train set may include some screenshot images not properly rendered caused by rendering issues during Mind2Web annotation. The three test splits (test_task, test_website, test_domain) have undergone human verification to confirm element visibility and correct rendering for action prediction.

Data Fields

Each line in the dataset is an action consisting of screenshot image, HTML text and other fields required for action prediction, for the convenience of inference.

• "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
• "screenshot" (str): path to the webpage screenshot image corresponding to the HTML.
• "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 on sequence
• "target_action_index" (str): the index of the target action in the action sequence
• "target_action_reprs" (str): human readable string representation of the target action

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 tems}, year={2023}, url={https://openreview.net/forum?id=kiYqbO3wqw} } ```