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JOURNALS // Intelligent systems. Theory and applications // Archive

Intelligent systems. Theory and applications, 2022 Volume 26, Issue 1, Pages 190–195 (Mi ista354)

Part 4: Natural Language Processing

Automated analysis of family values of vkontakte users

I. E. Kalabikhinaab, N. V. Lukashevichbc, E. P. Banind, K. V. Alibaevae

a Faculty of Economics, Lomonosov Moscow State University
b School "Brain, cognitive systems, artificial intelligence"
c Research Computing Center, Lomonosov Moscow State University
d National Research Center “Kurchatov Institute"
e Computer Science department, Lomonosov Moscow State University

Abstract: The paper examines opinions of VKontakte network users about having births. A dataset annotated with opinions on three classes of positions towards six childbirth-related topics. Experiments on automatic classification of opinions have been carried out. The best results were obtained using neural network model BERT in the formulation of NLI (Natural language Inference). It was revealed that the phenomenon of conscious childlessness is actively represented in the network, while having many children remains a poorly widespread model of behavior. Within the framework of a pro-natalist policy, it is important to support a positive public opinion about parenting, to develop family-life balance for parents.

Keywords: stance detection, classification, BERT, VKontakte, reproductive values, pro-natalist policy.



© Steklov Math. Inst. of RAS, 2024