Formal concept analysis for evaluating intrinsic dimension of a natural language

November 17, 2023 ยท Declared Dead ยท ๐Ÿ› Pattern Recognition and Machine Intelligence

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Authors Sergei O. Kuznetsov, Vasilii A. Gromov, Nikita S. Borodin, Andrei M. Divavin arXiv ID 2311.10862 Category cs.CL: Computation & Language Cross-listed cs.AI, math.AT Citations 3 Venue Pattern Recognition and Machine Intelligence Last Checked 4 months ago
Abstract
Some results of a computational experiment for determining the intrinsic dimension of linguistic varieties for the Bengali and Russian languages are presented. At the same time, both sets of words and sets of bigrams in these languages were considered separately. The method used to solve this problem was based on formal concept analysis algorithms. It was found that the intrinsic dimensions of these languages are significantly less than the dimensions used in popular neural network models in natural language processing.
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