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Consider word choice, tone, imagery, etc.
Future work will examine alternative text vectorisation methods to TD and TD-IDF to further improve the quality of the clustering results and to consider word collocation.
The bag-of-words model does not consider word order and other words in a sentence, and it has a limited sense of word sentiment.
We consider word problems as concrete because the real-world situations provided by such problems "have the potential to offer memorable imagery that can act as a touchstone for teachers and learners in building and discussing abstract concepts" (Gerofsky 2009, p. 36).
A further improvement in the semantic interpretation and consistency of discovered topics might be achieved by exploring variations of topic models that consider word bigrams – the reoccurrence of e.g. the bigram "biodiversity loss" allows a more conclusive interpretation of a topic than the individual occurrence of the two words "biodiversity" and "loss".
Also, don't stop to consider word choice.
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By Statement (ii) it is sufficient to consider words of even length.
Consider words like "ho'oheno," which means to love, "ho'olaule'a," which means a celebration, or "hau'oli," which means joy.
This may be for Benji's best, however, considering word of certain creepy collectibles filling up a large, empty house.
In word spotting literature, many approaches have considered word images as temporal signals that could be matched by classical Dynamic Time Warping algorithm.
However, Slavonic languages require a language model that considers word order less strictly than English, i.e. the language that is the subject of most linguistic research.
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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