D. Alagi?, J. , and S. Padó, Leveraging lexical substitutes for unsupervised word sense induction, Thirty-Second AAAI Conference on Artificial Intelligence, 2018.

R. Alapuro, Ilkka Liikanen, Kerstin Smeds, and Henrik Stenius, 1987.

D. Bell, What Is Liberalism?, Political Theory, vol.42, issue.6, pp.1552-7476, 2014.

C. Cuttica, To use or not to use ... the intellectual historian and the isms: A survey and a proposal, Étude? Epistémè, vol.23, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00787773

J. Devlin, M. Chang, K. Lee, and K. Toutanova, BERT: Pre-training of deep bidirectional transformers for language understanding, pp.4171-4186, 2019.

H. Dubossarsky, S. Hengchen, N. Tahmasebi, and D. Schlechtweg, Time-out: Temporal referencing for robust modeling of lexical semantic change, The 57th Annual Meeting of the Association for Computational Linguistics (ACL), 2019.

M. Engman, Språkfrågan: Finlandssvenskhetens uppkomst 1812-1922. Svenska litteratursällskapet i Finland, 2016.

K. Ethayarajh, How contextual are contextualized word representations? comparing the geometry of BERT, ELMo, and GPT-2 embeddings, Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP), pp.55-65, 2019.

M. Faruqui, Y. Tsvetkov, P. Rastogi, and C. Dyer, Problems with evaluation of word embeddings using word similarity tasks, Proceedings of the 1st Workshop on Evaluating Vector-Space Representations for NLP, pp.30-35, 2016.

M. Freeden, J. Fernández-sebastián, and J. Leonhard, In search of European liberalisms: Concepts, languages, ideologies, 2019.

J. Brendan, D. Frey, and . Dueck, Clustering by passing messages between data points. science, vol.315, pp.972-976, 2007.

N. Gillani and R. Levy, Simple dynamic word embeddings for mapping perceptions in the public sphere, NAACL HLT 2019, p.94, 2019.

I. Hahn, Die Begriffe aufâ"ismos, Soziale Typenbegriffe im alten Griechland und ihr Fortleben in den Sprachen der Welt: Band 4, Untersuchungen ausgewählter altgriechischer sozialer Typenbegriffe und ihr Fortleben in Antike und Mittelalter, pp.52-99, 1981.

J. William-l-hamilton, D. Leskovec, and . Jurafsky, Cultural shift or linguistic drift? comparing two computational measures of semantic change, Proceedings of the Conference on Empirical Methods in Natural Language Processing. Conference on Empirical Methods in Natural Language Processing, vol.2016, p.2116, 2016.

Z. Harris, Distributional structure. Papers in structural and transformational Linguistics, pp.775-794, 1970.

S. Hengchen, R. Ros, and J. Marjanen, A data-driven approach to the changing vocabulary of the 'nation' in English, Dutch, Swedish and Finnish newspapers, 1750-1950, Proceedings of the Digital Humanities (DH) conference 2019, 2019.

M. Höpfl, Isms. British Journal of Political Science, vol.13, issue.1, pp.1-17, 1983.

M. Hyvärinen, J. Kurunmäki, and K. Palonen, Käsitteet liikkeessä: Suomen poliittisen kulttuurin käsitehistoria. Vastapaino, 2003.

H. Jordheim, Introduction: Multiple times and the work of synchronization, History and Theory, vol.53, issue.4, pp.498-518, 2014.

H. Jordheim, Synchronizing the world: Synchronism as historiographical practice, then and now, History of the Present, vol.7, issue.1, pp.59-95, 2017.

O. Jussila, Suomen suuriruhtinaskunta 1809-1917. WSOY, Helsinki, 2004.

M. Kemppainen, Sosialismin, uskonnon ja sukupuolen dynamiikkaa: 1900-luvun alun työväenliikkeen naiskirjailijat aatteen määrittelijöinä. Työväen historian ja perinteen tutkimuksen seura, 2020.

Y. Kim, Y. Chiu, K. Hanaki, D. Hegde, and S. Petrov, Temporal analysis of language through neural language models, p.61, 2014.

J. Kurunmäki and J. Marjanen, Isms, ideologies and setting the agenda for public debate, Journal of Data Mining and Digital Humanities, vol.23, issue.3, pp.256-282, 2018.

J. Kurunmäki and J. Marjanen, A rhetorical view of isms: an introduction, Journal of Political Ideologies, vol.23, issue.3, pp.1469-9613, 2018.

J. Kurunmäki and I. Liikanen, The Formation of the Finnish Polity within the Russian Empire: Language, Representation, and the Construction of Popular Political Platforms, Harvard Ukrainian Studies, vol.35, issue.1-4, pp.399-416, 2018.

A. Kutuzov, E. Kuzmenko, and L. Pivovarova, Clustering of Russian adjective-noun constructions using word embeddings, Proceedings of the 6th Workshop on Balto-Slavic Natural Language Processing, pp.3-13, 2017.

A. Kutuzov, L. Øvrelid, T. Szymanski, and E. Velldal, Diachronic word embeddings and semantic shifts: a survey, Proceedings of the 27th International Conference on Computational Linguistics, pp.1384-1397, 2018.

N. Geoffrey, Leech. Semantics. Penguin, Harmondsworth, 1974.

J. Leonhard, Liberalismus: Zur historischen Semantik eines europäischen Deutungsmusters, Veröffentlichungen des Deutschen Historischen Instituts London. R. Oldenbourg, 2001.

F. Li and X. Wang, Improving word embeddings for low frequency words by pseudo contexts, Chinese Computational Linguistics and Natural Language Processing Based on Naturally Annotated Big Data, pp.37-47, 2017.

E. Mäkelä, Las: an integrated language analysis tool for multiple languages, The Journal of Open Source Software, vol.1, 2016.

J. Marjanen-;-antti-kanner, H. Roivainen, E. Mäkelä, L. Lahti, and M. Tolonen, A National Public Sphere? Analyzing the Language, Location, and Form of Newspapers in Finland, Köpa salt i Cádiz och andra berättelser. Siltala, Helsinki, 2020. Jani Marjanen, Ville Vaara, vol.4, pp.54-77, 2019.

M. Martinc, S. Montariol, E. Zosa, and L. Pivovarova, Capturing evolution in word usage: Just add more clusters?, Companion Proceedings of the Web Conference 2020 (WWW '20 Companion), 2020.

M. Martinc, P. K. Novak, and S. Pollak, Leveraging contextual embeddings for detecting diachronic semantic shift, LREC, 2020.

W. Marzec and R. Turunen, Socialisms in the Tsarist Borderlands. Contributions to the History of Concepts, vol.13, pp.22-50, 2018.

T. Mikolov, K. Chen, G. S. Corrado, and J. Dean, Efficient estimation of word representations in vector space, NIPS, 2013.

Y. Nurmio, Suomen sensuuriolot Venäjän vallan alkuaikoina vv. 1809-1829. WSOY, Helsinki, 1934. Yrjö Nurmio. Taistelu suomen kielen asemasta 1800-luvun puolivälissä: Vuoden 1850 kielisäännöksen syntyhistorian, voimassaolon ja kumoamisen selvittelyä, WSOY, 1947.

T. Pääkkönen, J. Kervinen, A. Nivala, K. Kettunen, and E. Mäkelä, Exporting Finnish digitized historical newspaper contents for offline use. D-Lib Magazine, vol.22, 2016.

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion et al., Scikit-learn: Machine learning in Python, Journal of Machine Learning Research, vol.12, pp.2825-2830, 2011.
URL : https://hal.archives-ouvertes.fr/hal-00650905

M. Peters, M. Neumann, M. Iyyer, M. Gardner, C. Clark et al., Tekstien pitkä elämä: Ajassa liikkuvat tekstit suomalaisessa sanomalehdistössä 1771-1920. Ennen ja Nyt, Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, vol.1, pp.2227-2237, 2018.

P. Radim?eh??ek and . Sojka, Software Framework for Topic Modelling with Large Corpora, Proceedings of the LREC 2010 Workshop on New Challenges for NLP Frameworks, pp.45-50, 2010.

H. Kirjoittaja-rosenblatt, The lost history of liberalism: From ancient Rome to the twenty-first century, 2018.

A. Rosenfeld and K. Erk, Deep neural models of semantic shift, NAACL HLT 2018, pp.474-484, 2018.

S. Ruder, I. Vuli?, and A. Søgaard, A survey of cross-lingual word embedding models, Journal of Artificial Intelligence Research, vol.65, pp.569-631, 2019.

M. Sahlgren, Dominik Schlechtweg, Anna Hätty, Marco Del Tredici, and Sabine Schulte im Walde. A wind of change: Detecting and evaluating lexical semantic change across times and domains, Italian Journal of Linguistics, vol.20, pp.33-53, 2008.

T. Schnabel, I. Labutov, D. Mimno, and T. Joachims, Evaluation methods for unsupervised word embeddings, Proceedings of the 2015 conference on empirical methods in natural language processing, pp.298-307, 2015.

P. Shoemark, F. Farhana, D. Liza, S. Nguyen, B. Hale et al., Room to glo: A systematic comparison of semantic change detection approaches with word embeddings, Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP), pp.66-76, 2019.

I. Spira, A conceptual history of Chinese -isms: The modernization of ideological discourse, Conceptual history and Chinese linguistics, vol.4, pp.1895-1925, 2015.

H. Stenius, The Finnish citizen: How a translation emasculated the concept. Redescriptions: Political Thought, Conceptual History and Feminist Theory, vol.8, pp.172-188, 2004.

N. Tahmasebi, L. Borin, and A. Jatowt, Survey of computational approaches to diachronic conceptual change, 2018.

P. Tommila and R. Salokangas, Sanomia kaikille: Suomen lehdistön historia, Kleio ja nykypäivä. Edita, 1998.

Z. Yao, Y. Sun, W. Ding, N. Rao, and H. Xiong, Dynamic word embeddings for evolving semantic discovery, The 11th ACM Conference on Web Search and Data Mining, 2018.

C. Zilliacus and H. Knif, Opinionens tryck: En studieöver pressens bildningsskede i Finland, 9789519018119 Place: Helsingfors Series: Skrifter utgivna av Svenska litteratursällskapet i Finland, p.526, 1985.