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The BC2GM dataset originally splits into subsets of 15,000 and 5,000 sentences for training and testing, respectively.
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Once the signal has been split into subsets, the WTMM approach was applied on each subset individually to compute the Lipschitz exponents of the transitions in each subset.
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The stratified dataset was split into subsets; two-thirds of the samples were selected to comprise the training set, while one-third was reserved for the validation set.
The point(s) at which the simulations are split into subsets can affect the accuracy of the results, so must be chosen with some care.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com