Datasets:
Improve dataset card: Add task categories, tags, paper link, and GitHub link (#1)
Browse files- Improve dataset card: Add task categories, tags, paper link, and GitHub link (2afa34f7e6015c9837a65db87acc537213b56fb0)
Co-authored-by: Niels Rogge <nielsr@users.noreply.huggingface.co>
README.md
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license: apache-2.0
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license: apache-2.0
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task_categories:
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- object-detection
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tags:
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- document-intelligence
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- form-field-detection
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- pdf
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- multilingual
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# CommonForms: A Large, Diverse Dataset for Form Field Detection
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This repository hosts the **CommonForms** dataset, a web-scale dataset for form field detection, introduced in the paper [CommonForms: A Large, Diverse Dataset for Form Field Detection](https://huggingface.co/papers/2509.16506).
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CommonForms casts the problem of form field detection as object detection: given an image of a page, predict the location and type (Text Input, Choice Button, Signature) of form fields.
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**Key Features:**
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* **Scale:** Roughly 55,000 documents comprising over 450,000 pages.
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* **Source:** Constructed by filtering Common Crawl to find PDFs with fillable elements.
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* **Diversity:** Contains a diverse mixture of languages (one third non-English) and domains, with no single domain making up more than 25% of the dataset.
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* **Purpose:** The first large-scale dataset released for form field detection, aimed at fostering the development of robust form field detectors.
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**Paper:** [CommonForms: A Large, Diverse Dataset for Form Field Detection](https://huggingface.co/papers/2509.16506)
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**Code:** [https://github.com/jbarrow/commonforms](https://github.com/jbarrow/commonforms)
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