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riyaSingh310504
/
CommonForms

Tasks:
Object Detection
Modalities:
Image
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Document
Formats:
parquet
Size:
100K - 1M
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Tags:
document-intelligence
form-field-detection
pdf
multilingual
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License:
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riyaSingh310504 jbarrow commited on
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Duplicate from jbarrow/CommonForms

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Co-authored-by: Joe Barrow <jbarrow@users.noreply.huggingface.co>

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+ ---
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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:
6
+ - document-intelligence
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+ - form-field-detection
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+ - pdf
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+ - multilingual
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: data/train-*
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+ - split: test
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+ path: data/test-*
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+ - split: valid
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+ - name: valid
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+ num_examples: 18195
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+ download_size: 153336406972
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+ dataset_size: 178867362474.05704
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+ ---
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+
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+ # CommonForms: A Large, Diverse Dataset for Form Field Detection
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+
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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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+
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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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+
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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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+
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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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