---
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: 
    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}
}
```