readingbank / README.md
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Dataset Card for ReadingBank

Dataset Description

Dataset Summary

ReadingBank is a benchmark dataset for reading order detection built with weak supervision from WORD documents, which contains 500K document images with a wide range of document types as well as the corresponding reading order information.

Supported Tasks and Leaderboards

Reading Order of documents

Languages

English

Dataset Structure

Data Instances

[More Information Needed]

Data Fields

  • src : text
  • tgt : text
  • bleu : float
  • tgt_index : list of ints
  • original_filename : str
  • filename : str
  • page_idx : int
  • src_layout : Bounding boxes for src (list of list of ints)
  • tgt_layout : Bounding boxes for tgt (list of list of ints)

Data Splits

train : 400,000 dev : 50,000 test : 50,000

Dataset Creation

Curation Rationale

[More Information Needed]

Source Data

Initial Data Collection and Normalization

[More Information Needed]

Who are the source language producers?

[More Information Needed]

Annotations

Annotation process

[More Information Needed]

Who are the annotators?

[More Information Needed]

Personal and Sensitive Information

[More Information Needed]

Considerations for Using the Data

Social Impact of Dataset

[More Information Needed]

Discussion of Biases

[More Information Needed]

Other Known Limitations

[More Information Needed]

Additional Information

Dataset Curators

[More Information Needed]

Licensing Information

[More Information Needed]

Citation Information

@misc{wang2021layoutreader, title={LayoutReader: Pre-training of Text and Layout for Reading Order Detection}, author={Zilong Wang and Yiheng Xu and Lei Cui and Jingbo Shang and Furu Wei}, year={2021}, eprint={2108.11591}, archivePrefix={arXiv}, primaryClass={cs.CL} }

Contributions

[More Information Needed]