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O. Kolesnikova

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Open access Aug 2026

Cognitive-linguocultural model of the conceptual opposition MIND / HEART in contemporary poetic discourse

The purpose of the study is to develop a cognitive-linguocultural model of the members of the semantic binary complex MIND / HEART based on an analysis of the linguistic exponents representing these two concepts in contemporary Russian poetry (using data from the Poetic Corpus of the Russian National Corpus). The resul...

O. Kolesnikova, Qiang Zhang · 0 citations
Preprint Aug 2026

Multiclass Sentiment Analysis for Identifying Political Viewpoints

This work designs and evaluates two machine-learning approaches based on XGBoost and BERT to automatically discriminate multiple sentiment classes over political issues and figures, and demonstrates the challenge of classifying complex and contextualized political discourse sentiment.

G. Bade, O. Kolesnikova, J. Oropeza et al. · 0 citations

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