|
|
--- |
|
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configs: |
|
|
- config_name: default |
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data_files: |
|
|
- split: train |
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|
path: data/train-* |
|
|
- split: test |
|
|
path: data/test-* |
|
|
dataset_info: |
|
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features: |
|
|
- name: image |
|
|
dtype: image |
|
|
- name: words |
|
|
sequence: string |
|
|
- name: bboxes |
|
|
sequence: |
|
|
sequence: float64 |
|
|
- name: labels |
|
|
sequence: int64 |
|
|
- name: grouped_words |
|
|
sequence: |
|
|
sequence: int64 |
|
|
- name: linked_groups |
|
|
sequence: |
|
|
sequence: int64 |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 183288640.158 |
|
|
num_examples: 1026 |
|
|
- name: test |
|
|
num_bytes: 20706650 |
|
|
num_examples: 113 |
|
|
download_size: 195177090 |
|
|
dataset_size: 203995290.158 |
|
|
extra_gated_prompt: >- |
|
|
You agree to not attempt to determine the identity of individuals in this |
|
|
dataset. |
|
|
You agree to the terms and conditions of the [FUNSD+ license](https://huggingface.co/datasets/konfuzio/funsd_plus/blob/main/LICENSE). |
|
|
extra_gated_fields: |
|
|
Name: text |
|
|
Company: text |
|
|
Country: text |
|
|
Email: text |
|
|
I agree to the terms and conditions of the FUNSD+ license: checkbox |
|
|
license: other |
|
|
language: |
|
|
- en |
|
|
pretty_name: FUNSD+ |
|
|
size_categories: |
|
|
- 1K<n<10K |
|
|
tags: |
|
|
- funsd |
|
|
--- |
|
|
# Dataset Card for "funsd_plus" |
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|
|
|
|
## Table of Contents |
|
|
- [Dataset Description](#dataset-description) |
|
|
- [Homepage](#homepage) |
|
|
- [Point of Contact](#point-of-contact) |
|
|
- [Languages](#languages) |
|
|
- [Additional Information](#additional-information) |
|
|
- [Licensing Information](#licensing-information) |
|
|
- [Citation Information](#citation-information) |
|
|
|
|
|
## Dataset Description |
|
|
|
|
|
- **Homepage:** [FUNSD+ | A larger and revised FUNSD dataset by Konfuzio](https://konfuzio.com/en/funsd-plus/) |
|
|
- **Point of Contact:** [https://konfuzio.com/en/contact/](https://konfuzio.com/en/contact/) |
|
|
- **Languages:** `English` |
|
|
|
|
|
## Additional Information |
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|
|
|
|
The [FUNSD dataset](https://guillaumejaume.github.io/FUNSD/) provides ground truth data for form understanding. |
|
|
|
|
|
Following research, the [FUNSD+ dataset](https://konfuzio.com/de/en/funsd-plus/) addresses inconsistencies in labeling found in the original [FUNSD Vu and Nguyen (2020)](https://arxiv.org/abs/2010.05322), which could hinder its effectiveness for key-value extraction. |
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|
|
|
|
FUNSD+ significantly expands the document count from 199 to 1,113, while enhancing header, question, and answer statistics as outlined in the provided table. |
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|
|
|
|
Besides the increase from 199 documents to 1113 documents we summarize the characteristics of both datasets below. Statistics of the FUNSD dataset are retrieved from the Paper by Jaume et al. (2019). |
|
|
|
|
|
| | FUNSD | FUNSD+ | |
|
|
| --- | --- | --- | |
|
|
| Documents | 199 | 1113 | |
|
|
| headers | 563 | 1604 | |
|
|
| questions | 4343 | 14695 | |
|
|
| answers | 3623 | 12154 | |
|
|
| questions with no answers | 720 (16.6%) | 2691 (18.3%) | |
|
|
| answers without questions* | 0 | 114 (0.9%) | |
|
|
|
|
|
Key differences emerge in the annotation process between FUNSD and FUNSD+. |
|
|
|
|
|
### Visual Example |
|
|
|
|
|
 |
|
|
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|
|
Visit [https://app.konfuzio.com/d/303962/](https://app.konfuzio.com/d/303962/) to see an example. |
|
|
|
|
|
|
|
|
The dataset is accessible via our [Python SDK](https://github.com/konfuzio-ai/konfuzio-sdk) or can be customized through the [Konfuzio Server](https://konfuzio.com/de/dokumenten-ki/). Users are encouraged to explore additional examples relevant to various document types on the official website. The latest research can be cited as follows: |
|
|
|
|
|
Zagami, D., & Helm, C. (2022, October 18). FUNSD+: A larger and revised FUNSD dataset. Retrieved November 5, 2022, from [https://konfuzio.com/de/en/funsd-plus/](https://konfuzio.com/de/en/funsd-plus/) |
|
|
|
|
|
|
|
|
### Licensing Information |
|
|
|
|
|
[FUNSD+ license](https://huggingface.co/datasets/konfuzio/funsd_plus/blob/main/LICENSE) |
|
|
|
|
|
### Citation Information |
|
|
|
|
|
``` |
|
|
@misc{zagami_helm_2022, |
|
|
title = {FUNSD+: A larger and revised FUNSD dataset}, |
|
|
author = {Zagami, Davide and Helm, Christopher}, |
|
|
year = 2022, |
|
|
month = {Oct}, |
|
|
journal = {FUNSD+ | A larger and revised FUNSD dataset}, |
|
|
publisher = {Helm & Nagel GmbH}, |
|
|
url = {http://konfuzio.com/funsd-plus/} |
|
|
} |
|
|
``` |
