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Following this, we investigated whatever better performance can be achieved while performing sentence or message level sentiment analysis.
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Functional and structural imaging studies show that this region is involved in performing sentence-level spoken comprehension tasks, acting in concert with other important brain regions (Crinion et al., 2003; Capek et al., 2004; Spitsyna et al., 2006; Amici et al., 2007; Friederici et al., 2009).
As shown in Figure 3, the first fundamental step is to perform sentence splitting, in order to divide the texts in the basic units of logical thought.
The corpus was preprocessed with simple rule-based scripts to perform sentence segmentation and tokenization.
In Sections 2.2 and 2.3, we explain how the training datasets were used to automatically identify deposition elements and perform sentence classification.
For instance, several efforts aiming at the retrieval of text passages as evidence for biological or clinical phenomena performed sentence classification.
Truecasing is performed after sentence segmentation as it eliminates sentence-initial capitalization, which is an important signal for identifying sentence boundaries.
This is consistent with the behavioral findings of Laws et al. [39], who showed that healthy participants were faster at performing a sentence-verification task with associative-functional (i.e. motor) attributes as opposed to visual attributes, possibly because the former category is characterized by a more extensive and complex cortical representation than the latter.
During tDCS stimulation, participants performed a sentence to picture matching task in which targets were sentences with different load on short-term memory.
At the same time, application of normalisations improved the performance significantly (71%%) while the sentiment analysis was performed on sentence level.
But whatever it embodies or performs, the sentence in their hands is expansive rather than constrictive.
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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