Exact(3)
Each character in a text instance was represented as a character vector and the instance as a sequence of character vectors.
The target domain or target data is referred to a large amount of short texts data X={X 1,X 2,X..,X n }, where X i is the ith short text instance.
More technically, registerial cartography is the task of mapping out registerial variation falling within the range intermediate between the two poles of the cline of instantiation — between the system (potential) pole and the text (instance) pole (Halliday 1991, 2002).
Similar(57)
Further, when the words "sharp" or "hooked" appear in text instances, the labels are the same.
The co-occurrence matrix contains text instances with the corresponding image instances that are found in that particular text document.
Namely, our embedding results in matrix representations of text instances where one dimension is much greater than the other.
As mentioned earlier, the analysis of text instances is the fundamental or basic activity in the study of language.
In natural language processing, text instances are often modeled as a bag-of-words where a unique word represents a feature.
Finally, it takes description to be a generalisation of the linguistic characteristics of text instances or, in other words, the regularities of the uses of linguistic forms in discourse.
In either case, the description needs to be informed by the analysis of particular discourses and the analyst will have to shuffle between developing general categories and features (i.e. description) and testing them on text instances (i.e. analysis).
When we move a step further down from theory, we observe that description itself is an abstraction of, or rather, a generalization from the analysis of particular text instances in language (see Fig. 2) – and, in the context of typology, a generalisation from descriptions of various languages.
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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