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Alternatively, if the vocabulary (accuracy and response time) and writing measures each account for a substantial amount of additional variance in GPA, this would indicate that two complement each other in indexing learner proficiency levels.
Ohta (2008b) used the same data as in 2008a study and analyzed the essays written by 25 students who submitted all the assignments from the viewpoint of vocabulary, accuracy, and organization.
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This categorization was done by looking for specific keywords within the first few words of the description, and since there is no controlled vocabulary the accuracy of this categorization approach was validated by random sampling and manual examination (see Methods).
For instance, test-takers are able to answer items related to high school level vocabulary with 87%% accuracy.
Schmitt, Schmitt& Clapham (2001, 64) point out that the linguistic, cognitive and cultural background of participants influences their response (time and/or accuracy) to vocabulary tests.
According to SIL, 50% of the people are able to "satisfy routine social demands and limited requirements in other domains", while 20% are able to speak Twi "with sufficient structural accuracy and vocabulary to participate effectively in most formal and informal conversations on practical, social, and occupational topics".
We also learn a classifier to annotate gene expression patterns during embryogenesis using a controlled vocabulary, and report classification accuracy.
Ishii et al. applied a DAE to spectral domain dereverberation [44] and found that the word accuracy of large vocabulary continuous speech recognition improved from 61.4%too 65.2% for the JNAS (speech corpus for large vocabulary continuous speech recognition research) database [45].
It is an algorithm that aims at computational gains for large vocabulary speech recognizers without sacrificing accuracy or robustness.
The number of OOV words was very high, so there is possibly a good opportunity to improve our vocabulary and reach even better accuracy.
This freedom allows for the introduction in the user's personomy of alternative forms of writing, synonymy, polysemy, different lexical forms, and different levels of accuracy in the vocabulary, what makes it difficult for users to remember the tags used in the categorization and complicates the retrieval of the tagged resources [14].
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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