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- LICENSE +21 -0
- README.md +54 -0
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LICENSE
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MIT License
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Copyright (c) 2025 Information Retrieval Lab - UFLA
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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README.md
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---
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license: mit
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language:
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- pt
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- en
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pretty_name: UFLA-FORMS
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task_categories:
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- token-classification
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- question-answering
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- table-question-answering
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---
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# UFLA-FORMS: an Academic Forms Dataset for Information Extraction in the Portuguese Language
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## About
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**UFLA-FORMS** is a manually labeled dataset of document forms in Brazilian Portuguese extracted from the domains of the <a href="https://ufla.br/">Federal University of Lavras (UFLA)</a>. The dataset emphasizes the hierarchical structure between the entities of a document through their relationships, in addition to the extraction of key-value pairs. Samples were labeled using <a href="https://github.com/Victorgonl/ToolRI/">ToolRI</a>.
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## Overview
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**UFLA-FORMS** comprises of 200 labeled samples containing 7,710 entities with 34,396 words and 4,442 relationships between them. Each sample is composed of a PNG image extracted from a filled form and a JSON file with it's metadata. The metadata covers labeling information such as sentences, bounding boxes, class labels and relationship pairs. Each entity of the samples were labeled into one of the four classes, according to the <a href="https://guillaumejaume.github.io/FUNSD/">FUNSD</a> dataset: Header, Question, Answer or Other. Images are available in the `image` folder and metadata in the `data` folder. Each sample has the same name (ranging from "000" to "199") for its image and respective metadata in the files names before extensions. A `dataset_info.json` file is available containing information about the dataset, including it's partitions defined for cross-validation and hold-out experiments.
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## Examples
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The images below presents examples of samples from **UFLA-FORMS**. The highlight colors yellow, blue, green and red represent, respectively, entities of the classes Header, Question, Answer and Other.
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<div style="display: flex;">
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<img src="https://raw.githubusercontent.com/LabRI-Information-Retrieval-Lab/UFLA-FORMS/refs/heads/main/figs/example_000.png" width="200"/>
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<p> </p>
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<img src="https://raw.githubusercontent.com/LabRI-Information-Retrieval-Lab/UFLA-FORMS/refs/heads/main/figs/example_023.png" width="200"/>
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<p> </p>
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<img src="https://raw.githubusercontent.com/LabRI-Information-Retrieval-Lab/UFLA-FORMS/refs/heads/main/figs/example_069.png" width="200"/>
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<p> </p>
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<img src="https://raw.githubusercontent.com/LabRI-Information-Retrieval-Lab/UFLA-FORMS/refs/heads/main/figs/example_072.png" width="200"/>
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</div>
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## Download
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**UFLA-FORMS** is available in its original format in its <a href="https://github.com/LabRI-Information-Retrieval-Lab/UFLA-FORMS/tree/main">repository</a>.
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## Citation
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If you find **UFLA-FORMS** useful in your research, please cite our work:
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@article{uflaforms,
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author={Victor Gonçalves Lima and Denilson Alves Pereira},
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title={{UFLA-FORMS: an Academic Forms Dataset for Information Extraction in the Portuguese Language}},
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journal={Language Resources and Evaluation},
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publisher={Springer},
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doi={10.1007/s10579-024-09802-3},
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url={https://doi.org/10.1007/s10579-024-09802-3},
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misc={PDF: https://rdcu.be/d69VH, dataset: https://github.com/LabRI-Information-Retrieval-Lab/UFLA-FORMS/},
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year={2025}
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}
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