Datasets:
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---
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}
}
``` |