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There isn't necessarily a clean text".
An electronic book using E Ink's technology would not only be able to display sharp, clean text on its paperlike pages, but would also permit the book to update itself.
All the richness of the Web — links to more information, videos, casts of characters — is right there in an app displaying an article, but with a swipe of the finger, the presentation reverts to clean text that can be scrolled by merely tilting the device.
First, we introduce several preprocessing steps needed to clean text narratives to a state where they can be handled computationally.
System trained using set of statistical features extracted from normalized gray scale images report character recognition rate of 96.4% for the clean text part of the UPTI dataset.
As you dig into the various sections, however, you'll find only articles snippets, not the stripped down, clean text that apps like Flipboard provide.
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Humanistic philology, moreover, supplied scientists with clean texts and clear Latin translations of the Classical works Plato, Aristotle, Euclid, Archimedes, and even Ptolemy that furthered their studies.
XML conversions are clean texts compared to texts converted from PDF.
By working on clean texts their system avoids the bulk of the errors made by our system during the detection of toponyms and caused by the poor quality of the conversion of the documents, either directly or indirectly.
This finding is also supported by the word counts of the pre-processed, cleaned text documents (without noise words) which are 43,564; 72,919; 53,537; and 50,286 (from pre-crisis through recovery).
The Article API can then extract clean article text, images and videos.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com