--- 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} } ```