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Five users assigned a descriptive sentence to each test motion.
A descriptive sentence is manually assigned to each HMM via crowdsourcing.
More specifically, each training data is a pair of motion symbol λ k and a descriptive sentence ω k, where the descriptive sentence is expressed by a sequence of l k words, (boldmath {omega }_{k} = left { {omega ^{k}_{1}}, {omega ^{k}_{2}}, cdots, omega ^{k}_{l_{k}} right }).
Participants saw 216 word captions, half negative and half benign, followed in 72 trials by a corresponding picture (cued by the word "look"), in another 72 trials by generation of a mental image (cued by "imagine"), or construction of a descriptive sentence in the remaining 72 (cued by "sentence").
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Rather than just noting sand, kite and person in the above image, the system can generate a full descriptive sentence.
Patients felt that "length" (of arrhythmia attacks) was a better option, and suggested, the words "frequency" and "length" were typed in bold capitals with a short descriptive sentence for each, i.e. "how often they occur" for frequency and "how long they last" for length [ 19, 20].
It's typical of Mr. Ellis to write a very long descriptive sentence about the soft beiges and recessed lighting and white-tiled balcony of the place while making only passing, casual reference to the party boy's death.
Originally, we designed the vignettes to depict factors using a few descriptive sentences to depict each factor, but in our survey beta testing, respondents believed that the factors were not the ones we originally intended.
This task does not provide a start point and an end point of a motion segment to which the descriptive sentence is assigned.
Instead, participants believed the main idea of each descriptive sentence was a single factor.
In "imagine" trials the screen was darkened for four seconds during mental imagery; in "sentence" trials, the screen was illuminated but blank for four seconds while participants generated a descriptive verbal sentence.
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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