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On average, only 6.98% of the segments in the testing database are very difficult.
To achieve this aim, we prepare 27,378 queries that exist in the testing database and 29,256 queries that come from outside the database.
In Figure 3, we compare the error distribution for three types of segments in the testing database: very difficult, difficult, and misclassified by the best.
The graphical distribution of those three types of segments is displayed in Figure 3b. Figure 3 Distribution of error segments in the testing database.
On average, only 6.98% of the segments in the testing database are very difficult, in the sense that they were not detected correctly by any of the systems.
In order to find the optimum value of this parameter, a study of the separation results with different values of the parameter using the testing database has been done.
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The test database included 21 subjects.
For the fourth experiment, the test database was changed again.
They also yielded 91% accuracy on the test database.
In the first part, classifiers were trained with the training database and tested with the test database.
The test database is composed of 330 read sentences (5,353 words) from 8 different speakers.
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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