Formal concept analysis for evaluating intrinsic dimension of a natural language
November 17, 2023 ยท Declared Dead ยท ๐ Pattern Recognition and Machine Intelligence
"No code URL or promise found in abstract"
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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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