RuSentiment: An enriched sentiment analysis dataset for social media in Russian

A Rogers, A Romanov, A Rumshisky… - Proceedings of the …, 2018 - aclanthology.org
This paper presents RuSentiment, a new dataset for sentiment analysis of social media
posts in Russian, and a new set of comprehensive annotation guidelines that are extensible …

Detecting ethnicity-targeted hate speech in Russian social media texts

E Pronoza, P Panicheva, O Koltsova… - Information Processing & …, 2021 - Elsevier
Ethnicity-targeted hate speech has been widely shown to influence on-the-ground inter-
ethnic conflict and violence, especially in such multi-ethnic societies as Russia. Therefore …

The applications of sentiment analysis for Russian language texts: Current challenges and future perspectives

S Smetanin - IEEE Access, 2020 - ieeexplore.ieee.org
Sentiment analysis has become a powerful tool in processing and analysing expressed
opinions on a large scale. While the application of sentiment analysis on English-language …

[HTML][HTML] Аналитический обзор подходов к распознаванию тональности русскоязычных текстовых данных

АА Двойникова, АА Карпов - Информационно-управляющие …, 2020 - cyberleninka.ru
Введение: в последние годы анализ тональности, или сентимент-анализ,
высказываний пользователей находит практическое применение во многих областях …

Sentiment analysis of product reviews in Russian using convolutional neural networks

S Smetanin, M Komarov - 2019 IEEE 21st conference on …, 2019 - ieeexplore.ieee.org
Nowadays, product reviews on e-commerce sites tend to be a valuable resource in terms of
evaluation of customers' behavior, their preferences, and needs. This paper provides an …

Creating a general Russian sentiment lexicon

N Loukachevitch, A Levchik - Proceedings of the Tenth …, 2016 - aclanthology.org
The paper describes the new Russian sentiment lexicon-RuSentiLex. The lexicon was
gathered from several sources: opinionated words from domain-oriented Russian sentiment …

Deep transfer learning baselines for sentiment analysis in Russian

S Smetanin, M Komarov - Information Processing & Management, 2021 - Elsevier
Recently, transfer learning from pre-trained language models has proven to be effective in a
variety of natural language processing tasks, including sentiment analysis. This paper aims …

Lexicon-based methods vs. BERT for text sentiment analysis

A Kotelnikova, D Paschenko, K Bochenina… - … Conference on Analysis …, 2021 - Springer
The performance of sentiment analysis methods has greatly increased in recent years. This
is due to the use of various models based on the Transformer architecture, in particular …

Improving results on Russian sentiment datasets

A Golubev, N Loukachevitch - Conference on artificial intelligence and …, 2020 - Springer
In this study, we test standard neural network architectures (CNN, LSTM, BiLSTM) and
recently appeared BERT architectures on previous Russian sentiment evaluation datasets …

RuSentiTweet: a sentiment analysis dataset of general domain tweets in Russian

S Smetanin - PeerJ Computer Science, 2022 - peerj.com
The Russian language is still not as well-resourced as English, especially in the field of
sentiment analysis of Twitter content. Though several sentiment analysis datasets of tweets …