On realistic document generation

Pascal Niville 07/09/21 - 2 min read
Pascal Niville
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What’s a Rich Text element?

The rich text element allows you to create and format headings, paragraphs, blockquotes, images, and video all in one place instead of having to add and format them individually. Just double-click and easily create content.

Static and dynamic content editing

A rich text element can be used with static or dynamic content. For static content, just drop it into any page and begin editing. For dynamic content, add a rich text field to any collection and then connect a rich text element to that field in the settings panel. Voila!

How to customize formatting for each rich text

Headings, paragraphs, blockquotes, figures, images, and figure captions can all be styled after a class is added to the rich text element using the "When inside of" nested selector system.

During her internship, Aline van Driessche examined the possibility to generate fake but realistic looking invoices out of thin air. If this works, the fake data could be used to improve our machine learning model for invoice recognition, without any privacy concerns attached. Although the field is barely touched in research, this would be the holy grail in terms of invoice recognition.

Fearlessly, Aline jumped at this quest as a modern day Don Quixote, armed with a decent knowledge of generative adversarial neural networks (GANs). Unfortunately she has not found the holy grail (yet), but she was able to generate some interesting results non the less, including an impressive 16/20 as a final score for her thesis from the master in AI at the KULeuven.

A more detailed look on her approach and findings can be found on her blog on the matter.

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