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There will usually be a chronological gap, sometimes of several centuries, between the archetype, or earliest inferable state of the text, and the original; nearly all manuscripts of classical authors date from the Middle Ages.
The language of the narrative and the educated speakers is pure, easy, and elegant, and the wit of the best comic passages is brilliant; but the general impression, even when allowance is made for the fragmentary state of the text, is that of a book written quickly and somewhat carelessly by a writer who would not take the necessary trouble to discipline his astonishing powers of invention.
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In this way, we have proposed an ensemble system to find the best way to combine the state-of-the-art text processing approaches, as text normalization and semantic indexing techniques, with traditional classification methods to automatically detect opinion in short text messages.
The paper describes the state-of-the-art text mining approaches for supporting manual text annotation, such as ontology learning, named entity and concept identification.
The BioC NLP pipeline tools are an adaptation of state-of-the-art text preprocessing tools and produce corresponding text analyses in the BioC format.
Nevertheless, state-of-the-art text mining still cannot replace humans; thus text-mining-assisted curation is a promising and practical solution to address the manual curation issue (8 11).
Complex backgrounds, uneven illumination, and presence of almost unlimited number of text fonts, sizes, and orientations pose great difficulties even to state-of-the-art text detection methods.
The first one, as a text-based search, is expected to perform at the level of the current state-of-the-art text indexing systems.
It achieves F-Score at 83.84% on ICDAR 2013 database and 51.15% on the more challenging USTB database, which are superior over several state-of-the-art text detection methods.
For example, the state-of-the-art text by voice system in the Android OS today involves a number of steps: unlocking the phone, launching the messaging app, choosing the contact, tapping in the text field and then tapping the voice icon.
Lucene is an open source, state-of-the-art text search engine library from The Apache Software Foundation.
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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