| --- |
| language: |
| - en |
| multilinguality: |
| - monolingual |
| language_bcp47: |
| - en-US |
| configs: |
| - config_name: funsd_vu2020revising |
| data_files: |
| - split: train |
| path: funsd_vu2020revising/train-* |
| - split: test |
| path: funsd_vu2020revising/test-* |
| default: true |
| dataset_info: |
| config_name: funsd_vu2020revising |
| features: |
| - name: id |
| dtype: string |
| - name: words |
| sequence: string |
| - name: bboxes |
| sequence: |
| sequence: int64 |
| - name: ner_tags |
| sequence: |
| class_label: |
| names: |
| '0': O |
| '1': B-HEADER |
| '2': I-HEADER |
| '3': B-QUESTION |
| '4': I-QUESTION |
| '5': B-ANSWER |
| '6': I-ANSWER |
| - name: image |
| dtype: image |
| splits: |
| - name: train |
| num_bytes: 27282455.0 |
| num_examples: 149 |
| - name: test |
| num_bytes: 9930532.0 |
| num_examples: 50 |
| download_size: 35902214 |
| dataset_size: 37212987.0 |
| --- |
| |
| # Dataset Card for FUNSD-vu2020revising |
|
|
| ## Table of Contents |
| - [Table of Contents](#table-of-contents) |
| - [Dataset Description](#dataset-description) |
| - [Dataset Summary](#dataset-summary) |
| - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
| - [Languages](#languages) |
| - [Dataset Structure](#dataset-structure) |
| - [Data Instances](#data-instances) |
| - [Data Fields](#data-fields) |
| - [Data Splits](#data-splits) |
| - [Dataset Creation](#dataset-creation) |
| - [Curation Rationale](#curation-rationale) |
| - [Source Data](#source-data) |
| - [Annotations](#annotations) |
| - [Personal and Sensitive Information](#personal-and-sensitive-information) |
| - [Considerations for Using the Data](#considerations-for-using-the-data) |
| - [Social Impact of Dataset](#social-impact-of-dataset) |
| - [Discussion of Biases](#discussion-of-biases) |
| - [Other Known Limitations](#other-known-limitations) |
| - [Additional Information](#additional-information) |
| - [Dataset Curators](#dataset-curators) |
| - [Licensing Information](#licensing-information) |
| - [Citation Information](#citation-information) |
| - [Contributions](#contributions) |
|
|
| ## Dataset Description |
|
|
| - **Paper:** [https://arxiv.org/abs/2010.05322](https://arxiv.org/abs/2010.05322) |
|
|
| ### Dataset Summary |
|
|
| This is the revised version of the [FUNSD dataset](https://huggingface.co/datasets/nielsr/funsd) as proposed by [Vu, H. M., & Nguyen, D. T. N. (2020)](https://arxiv.org/abs/2010.05322). |
|
|
| ### Supported Tasks and Leaderboards |
|
|
| The Form Understanding challenge comprises three tasks, namely word grouping, semantic-entity labeling, and entity linking. |
|
|
| ## Dataset Structure |
|
|
| ### Data Instances |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Data Fields |
|
|
| The data fields are the same among all splits. |
|
|
| - `id`: a `string` feature - GUID. |
| - `words`: a `list` of `string` features. |
| - `bboxes`: a `list` of `list` with four (`int`) features. |
| - `ner_tags`: a `list` of classification labels (`int`). Full tagset with indices: |
|
|
| ```python |
| {'O': 0, 'B-HEADER': 1, 'I-HEADER': 2, 'B-QUESTION': 3, 'I-QUESTION': 4, 'B-ANSWER': 5, 'I-ANSWER': 6} |
| ``` |
|
|
| - `image`: an `Image` feature. |
|
|
| ### Data Splits |
|
|
| | name |train|test| |
| |------------|----:|---:| |
| |FUNSD-vu2020| 149| 50| |
|
|
| ## Dataset Creation |
|
|
| ### Curation Rationale |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Source Data |
|
|
| #### Initial Data Collection and Normalization |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| #### Who are the source language producers? |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Annotations |
|
|
| #### Annotation process |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| #### Who are the annotators? |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Personal and Sensitive Information |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ## Considerations for Using the Data |
|
|
| ### Social Impact of Dataset |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Discussion of Biases |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Other Known Limitations |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ## Additional Information |
|
|
| ### Dataset Curators |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Licensing Information |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Citation Information |
|
|
| ``` |
| @article{vu2020revising, |
| title={Revising FUNSD dataset for key-value detection in document images}, |
| author={Vu, Hieu M and Nguyen, Diep Thi-Ngoc}, |
| journal={arXiv preprint arXiv:2010.05322}, |
| year={2020} |
| } |
| ``` |