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For our prototype system, users are asked to use utterances with single DA.
By shaping and explicit rules, additional constraints can be introduced, for example the use of politeness formulas ("please", "can you please give me") and further material constraints can guide players to use utterances of several words.
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For example, specialists use utterance copy to artificially produce the voices of patients who cannot normally speak due to trauma, disease, or surgery, and from the estimated set of parameters, they can better understand the related problems [2 4].
First results using utterances of the "rainbow passage" are also reported for completeness.
For classification, a linear classifier is trained using utterances from each speaker.
The NN training datasets were created using utterances from the stereo dataset.
Note that the speaker model trained using utterances recorded from the distance of 25 cm, which most likely contained noise and reverberation.
Side-by-side evaluation shows that DocChat is a good complement for human-computer conversation systems using utterance-response pairs as the primary source of responses.
Table 1 WER obtained using utterance-based batch processing for one-channel, two-channel, and eight-channel tasks SimData RealData Room 1 Room 2 Room 3 Avg.
Besides, we can observe that the use of utterances from position P05 as NN training data could perform better than, or at least could perform as good as, the use of utterances from other positions.
According to many linguists, "we basically began with a lexical system, like monkeys, which use isolated utterances like 'snake'leopardand'eagle'eagle'," says Miyagawa.
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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