Chepurnaya A.I. Epistemic markers in Russian academic discourse: A comparative analysis of research articles by Russian and Chinese authors Раскраски по номерам для детей
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Philology: scientific researches
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Epistemic markers in Russian academic discourse: A comparative analysis of research articles by Russian and Chinese authors

Chepurnaya Alena Ivanovna

ORCID: 0000-0002-3329-0070

PhD in Philology

Associate Professor; Department of Foreign Languages; Stavropol State Agrarian University

12 Zootechnicheskiy Lane, Stavropol, Russia, 355017

alena-chep@mail.ru

DOI:

10.7256/2454-0749.2025.12.77021

EDN:

UUNXDG

Received:

11/30/2025

Published:

01/04/2026

Abstract: The article explores the means of expressing epistemic modality in Russian scientific texts. The relevance of this study stems from the important role of epistemic evaluation of statements in academic discourse and the high interest of scholars in the problem of epistemic modalization of scientific texts. The aim of the study is to identify national and cultural characteristics of the use of epistemic markers in academic discourse. To achieve this goal, a comparative analysis of Russian research articles written by native Russian speakers and Chinese authors for whom Russian is a foreign language was conducted. Fifteen articles by Russian authors and 15 articles by Chinese authors, published in Russian scientific journals on linguistics, were selected for analysis. Particular attention is paid to identifying differences in the frequency and structural and semantic characteristics of epistemic indicators in the compared corpora of scientific publications. The study was conducted using quantitative and qualitative content analysis methods. The quantitative analysis of the empirical material was carried out using Voyant Tools. The scientific novelty of this study lies in the identification of the specific uses of epistemic modal devices in Russian by foreign authors compared to Russian authors. Differences in the functioning of epistemic modality indicators were identified, characterized by a lower frequency and less structural diversity of epistemic markers used by Chinese authors. These differences primarily concern the means of expressing problematic reliability, while no significant discrepancies were found in the functioning of categorical reliability indicators. In both corpora of empirical material, a quantitative predominance of means of marking problematic reliability over categorical reliability markers was established. A conclusion is drawn that these differences are related to the national and cultural specifics of scientific communication and that Chinese authors tend to use a lesser degree of subjective modality in scientific texts.


Keywords:

reliability of a statement, categorical reliability, modality of a scientific text, research article, academic discourse, national-cultural specificity, problematic reliability, Russian language, epistemic modality, epistemic marker


This article is automatically translated.

Introduction

As is known, the language of science, designed to abstractly and generalize verbalize new knowledge, is characterized by a weak representation of subjective modal meanings [1, 2]. However, as researchers of the modality of a scientific text note, the epistemic assessment of the reliability of an utterance is an important component of the semantic and pragmatic structure of scientific discourse [3, 4, 5, 6]. More moreover, the epistemic "shift" [7] in the modal frame of the statement is due to the very norms of scientific communication [8] and allows the author to avoid overly categorical formulations, hedge against possible critical remarks from opponents, strengthen argumentation, express restrained disagreement with the point of view of other researchers, demonstrate respect for pluralism of opinions and professional modesty [4, 8, 9].

The important role of reliability assessment of information in scientific communication explains the high interest of scientists in the problem of epistemic modalization of a scientific text and the relevance of addressing it in the framework of this article.

Russian Russian language research The purpose of this study is to identify the national and cultural features of the functioning of epistemic markers in scientific discourse based on a comparative analysis of Russian-language scientific articles written by native Russian speakers and authors for whom Russian is a foreign language. The involvement of works by Chinese authors in the analysis as an empirical material is due to the growth of publications by researchers from China in Russian scientific publications.

The analysis of national peculiarities of the use of epistemic markers in a scientific text is not new for linguistic science in itself. So, in the articles [10, 11], the authors presented the results of a comparative study of hedging and functioning of epistemic verbs in English-language articles written by native English speakers, on the one hand, and native Chinese speakers, on the other hand. As a result of the analysis, the authors revealed a tendency for Chinese authors to express a stronger epistemic commitment in comparison with native English speakers [10], as well as a lower frequency of epistemic markers in articles by Chinese authors [11]. The authors cited the lack of pragmatic competence among Chinese researchers writing articles in a non-native language, as well as socio-cultural factors, namely the national tradition of scientific communication, as possible reasons for these differences. The paper [12] presents the conclusions that Chinese authors strive for greater objectivity and use modal markers in a scientific text more carefully than German researchers.

As far as we know, no comparative analysis of the use of epistemic indicators in Russian-language scientific texts written by native speakers of Russian and foreigners has been conducted. However, such studies may have some theoretical and practical significance, in particular, for a deeper understanding of the patterns of constructing a scientific text in Russian and the development of methodological recommendations for foreign authors. The present work is aimed at filling this gap.

We also consider it necessary to argue that there are no clear differences between the terms "scientific discourse" and "scientific text" in this article. As T. P. Tretyakova notes, these terms are not differentiated in the scientific literature on linguistics, due to the fact that in the context of the growing digitalization of communicative processes, including in the field of scientific research, "the linguistic parameters of a scientific text are formed in dynamic interactive, that is, discursive, parameters" [13, p. 98]. In the framework of this study, we take as a basis the definition of discourse as "a socially determined type of communication, the form of expression of which is texts" [14, p. 522]. As O. G. Orlova and V. L. Karakchieva rightly point out, "every text is a representative of its own discourse," and therefore, "discourse can be called both the entire text and its part, represented by a sentence or a series of sentences" [Ibid.]. This explains the lack of clear differentiation of the terms under consideration in this work.

Material and methods

For the analysis, 30 scientific articles (15 articles by Russian authors with a total volume of 23,751 words and 15 articles by Chinese authors with a volume of 21,883 words) published in Russian scientific journals from 2023 to 2025 and related to the subject area of Linguistics were selected. Quantitative content analysis of the selected material was carried out using the Voyant Tools web application (https://voyant-tools.org /).

Results

As a result of the analysis, it was found that articles by Russian authors are characterized by a greater variety and higher frequency of epistemic markers than articles by Chinese authors (Table 1). At the same time, attention is drawn to the fact that differences in the functioning of epistemic modality indicators in the two analyzed text bodies relate mainly to markers of problematic reliability, whereas Both the set of means of expressing categorical reliability and their overall frequency (0.101% in the texts of Russian authors and 0.091% in the publications of Chinese authors) do not differ significantly. In both bodies of empirical material, indicators of problematic reliability prevail, which may indicate the desire of both Russian and Chinese authors to avoid overly categorical statements.

Table 1. Frequency of means of expressing epistemic assessment in articles by Russian and Chinese authors

Epistemic markers in the texts of Russian authors

Frequency, %

Epistemic markers in Chinese authors' texts

Frequency, %

Indicators of categorical reliability

fact

0,042

explicit / explicit

0,027

naturally

0,017

it is obvious/quite obvious that

0,023

of course

0,013

of course

0,009

definitely

0,013

definitely

0,009

It is obvious that

0,008

fact

0,009

clearly

0,004

actually

0,009

undoubtedly

0,004

undoubtedly

0,005

Total

0,101

Total

0,091

Indicators of problematic reliability

can be considered / noticed / noted / assumed / spoken / said / concluded / interpreted / considered / determined

0,084

you can say / name / conclude / consider / highlight / count / approve

0,082

obviously / quite obviously

0,042

we assume / believe / believe

0,032

in our opinion

0,042

it seems / seems / seems / may seem

0,032

perhaps

0,038

it is possible / quite possible

0,023

It could

0,029

maybe

0,018

we believe / believe / suspect

0,029

apparently / apparently

0,018

probably

0,021

rather

0,014

allows us to assume / it seems possible to assume / we can assume

0,017

It could have

0,009

it seems

0,013

probably

0,005

probably

0,004

opinion

0,004

As far as we know

0,004

Total

0,328

Total

0,233

Taking into account the typology proposed by us in [15], the markers of categorical reliability identified in the course of this study can be divided into the following groups:

  1. introductory words that emphasize the author's confidence in the authenticity of the statement based on the natural nature of things and normative ideas about the world (naturally, of course) or suggesting the absence of conditions and doubts about the reliability of what is being reported (certainly, undoubtedly);
  2. adverbs expressing confidence based on directly observable signs (explicitly), or emphasizing the factual status of a proposition (actually);
  3. the main part of a compound sentence with an explanatory subordinate clause, in which the epistemic adverb acts as the core of the modal meaning (it is obvious that);
  4. noun fact;
  5. the adjective is explicit (found only in the corpus of texts by Chinese authors).

It should be noted that in the articles of Russian authors, the most frequent means of expressing categorical certainty are introductory words, followed by the noun fact, followed by the main part of a compound sentence with a subordinate explanatory and adverbs with the meaning of confidence. In the texts of Chinese authors, preference is given to adverbs and the adjective explicit, introductory words and the main part of a compound sentence are in second place in frequency, and the noun fact is in third place.

The means of expressing problematic authenticity include 7 groups, four of which are common to both bodies of articles, two are found only in publications by Russian authors, and one was identified only in the works of Chinese researchers.:

  1. introductory words with semantics of assumption (it seems, apparently, apparently), possibility (maybe, probably, maybe) or probability (probably, obviously);
  2. The modal operator can be combined with the infinitive verb of a mental (assume, conclude, consider, etc.) or speech (say, name, assert, etc.) activity.;
  3. confusing verbs that reduce the categoricality of an utterance and formalize a proposition as an opinion or assumption (we believe, we believe, it seems, it seems);
  4. the verb to be able, expressing the meaning of possibility in epistemic use (could, could);
  5. noun opinion (only in the corpus of articles by Russian authors);
  6. introductory constructions indicating that the content of the utterance belongs to the author's mental world, representing a prepositional-nominal turn (in our opinion) or a construction with a verb form (as far as we know) (identified only in publications by Russian authors);
  7. rather, the word indicates the author's comparison of several alternative options and the choice in favor of one of them as more likely (found only in the texts of Chinese authors).

Among the differences in the functioning of the modal indicators of problematic reliability, it should be noted, firstly, the higher frequency of markers in the works of Russian authors (0.328% compared with 0.233% in the articles of Chinese authors), and secondly, the greater lexical and structural diversity of markers used by Russian researchers.

Introductory words are the most frequent in the corpus of empirical material by Russian authors. The second place is occupied by combinations of the modal operator, possibly with the infinitive of the verb, while in the articles of Russian authors there is a greater variety of verb forms used in such combinations, in comparison with the publications of Chinese authors. The third place in terms of the number of entries in the corpus of articles by Russian researchers is shared by confusing verbs and introductory constructions indicating that the content of the utterance belongs to the mental world of the author. Constructions with the verb to be able and the noun opinion turned out to be the least frequent.

Of the identified markers of problematic reliability in the articles of Chinese authors, constructions such as "it is possible in combination with the infinitive verb of mental and speech activity" are leading. The second place with an equal percentage belongs to introductory words and confusing verb forms, and the third and fourth places in terms of frequency are the word rather and the verb can, respectively.

The conducted research has shown that in the publications of Russian authors, constructions explicating the author's "I" are more common. Four types of such markers have been identified: a prepositional noun construction with the possessive pronoun our (in our opinion), verbs in the first person plural form (we believe, we believe, we suspect), a combination of an infinitive with a modal verb in the first person plural form (we can assume), as well as an introductory turn expressed by a personal pronoun we are combined with an epistemic verb (as far as we know). In the corpus of texts written by Chinese authors, only one type of such constructions has been identified, namely verbs in the first person plural form (assume, assume, count).

A notable feature of the functioning of epistemic markers in the scientific texts of Chinese authors is a fairly wide representation of modal means, in the semantic structure of which there is a perceptual component. Such lexical units are characterized by high frequency both in the group of indicators of categorical reliability (explicit, explicit, obvious) and among the markers of problematic reliability (it seems to be seen, apparently, apparently). A distinctive feature of the use of epistemic modality tools by Russian authors is the predominance of introductory words over other structural types of modal constructions expressing both categorical and problematic validity.

Conclusion

The conducted research has shown that the functioning of epistemic assessment markers in Russian-language scientific articles prepared by native Russian authors and foreign authors whose native language is Chinese is characterized by a number of differences. In scientific texts written by native speakers of Russian, indicators of problematic reliability are more frequent and have greater lexical and structural diversity. In the publications of Russian authors, modal means explicating the author's "I" are more common (verbs in the first person plural, pronouns we and our). At the same time, the differences in the use of indicators of categorical reliability in the analyzed scientific publications do not seem significant.

The revealed discrepancies in the functioning of markers of epistemic modality allow us to conclude about the influence of the national tradition of scientific communication on the preparation of scientific papers in a foreign language. The desire for an objective presentation of scientific knowledge without the direct manifestation of the author's "I", inherent in Chinese scientific discourse, is reflected in the writing of scientific articles by Chinese authors in foreign languages. The results obtained in the framework of this study are generally consistent with the results of previous studies, the subject of which was the national and cultural peculiarities of the use of epistemic markers in scientific texts by Chinese authors.



The article is published in the version approved by the reviewers (after receiving a positive review recommending the manuscript for publication) with corrections made by the author (after receiving the editor’s comments, if any).
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References
1. Ilchenko, E. V., & Bulanovskaya, T. A. (2023). Sources of subjective modality in scientific text. Lingua-Universum, 1, 76-80. EDN: WQJHHH.
2. Komyshkova, A. D., & Sudakova, A. P. (2018). Subjective modality of the scientific text of the 18th century: On the issue of the formation of the specifics of the scientific style of the Russian language. Ecology of Language and Communicative Practice, 2(13), 55-61. EDN: YMQXVB.
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5. Nurieva, N. S., & Rajeva, E. S. (2023). Linguistic means of expressing epistemic modality in English-language scientific text. Bulletin of Novosibirsk State University. Series: Linguistics and Intercultural Communication, 21(2), 63-74. EDN: QUHQXX.
6. Sakharova, A. V. (2020). Language means of expressing objective epistemic modality in scientific discourse. Scientific Dialogue, 4, 151-163. EDN: OISFDP.
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Peer Review

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The peer-reviewed article "Epistemic markers in Russian-language scientific discourse: a comparative analysis of scientific articles by Russian and Chinese authors" is an original study devoted to the study of the modality of a scientific text. The object of the research is the Russian-language scientific discourse, which the authors consider as a unit of analysis, within which linguistic, pragmatic and cultural specifics are manifested. The subject of the research is the means of expressing epistemic modality in two groups of Russian-language scientific articles. Russian Russian–speaking authors prepared the first group of articles, while the second group was written by Chinese researchers who write in Russian as a foreign language. The material for the study was 30 scientific articles (15 articles by Russian and 15 articles by Chinese authors) published in Russian scientific journals in the period from 2023 to 2025 and related to the subject area "Linguistics". The research methodology is interdisciplinary and is based on qualitative and quantitative content analysis using Voyant Tools and comparative analysis. The relevance of the reviewed work is beyond doubt. Nowadays, the role of interlanguage and intercultural scientific communication is increasing. The author of the article rightly notes the increase in the number of publications by Chinese researchers in Russian. In this regard, linguists are highly interested in the problem of epistemic modalization of a scientific text, due to the important role of evaluating information along the lines of reliability in scientific communication. The scientific novelty of the work is explained by the insufficient number of comparative studies of epistemic markers in Russian-language texts written by native speakers and those for whom it is a foreign language. The article is structured in accordance with the requirements for this kind of work and consists of an introduction, the main part, which includes the sections "material and methods" and "results". In the introduction, the author addresses the history of the issue, designates the purpose of the study, and argues for the absence of distinct differences between the terms "scientific discourse" and "scientific text" in this work. The frequency of means of expressing epistemic assessment in articles by Russian and Chinese authors is clearly reflected in the table, which includes indicators of categorical and problematic reliability. Based on her analysis, the author comes to the conclusion that articles by Russian authors are characterized by a greater variety and higher frequency of epistemic markers than articles by Chinese authors. Further, the author divides the markers of categorical reliability into five groups, and the means of expressing problematic reliability into seven groups. Among the differences in the functioning of modal indicators of problematic validity, the author notes, firstly, the greater frequency of markers in the works of Russian authors, and secondly, the greater lexical and structural diversity of markers used by Russian researchers. The author's observation is valuable that in the publications of Russian authors, constructions explicating the author's "I" are more common. Four types of such markers were identified in the work. The most significant result of the conducted research is, in our opinion, the conclusion about the influence of the national tradition of conducting scientific communication on the preparation of scientific papers in a foreign language, which is manifested in the desire for an objective presentation of scientific knowledge without the direct manifestation of the author's "I" inherent in Chinese scientific discourse. The extensive bibliography is characterized by high thematic relevance, since all sources are associated with an epistemic modality (articles by Nurieva N. S., Razheva E. S. Sakharova A.V., Xie F., Patten A. Yang Y. Monograph by A. I. Chepurnaya), scientific discourse (articles by R. P. Milrud, I. V. Antipova, E. V. Ilchenko, T. A. Bulanovskaya) and language strategies in a scientific style. Chronologically, the bibliography covers the period from 2009 to 2025, which underlines the relevance of the work and its novelty. The author relies on fundamental authoritative sources – articles from peer-reviewed scientific journals, a monograph, corpus studies and research in the field of linguopragmatics. The theoretical basis of the research is based on the works of Doctor of Philology, Professor S. T. Nefedov, whose research on modal words and argumentation in scientific discourse are fundamental in this scientific field, as well as the works of A. I. Chepurnaya, the author of the concept of "epistemic responsibility", which undoubtedly adds theoretical significance to the peer-reviewed work. This article may be of interest to specialists in the field of linguistics, intercultural communication and academic writing. Despite the undoubted advantages of the work, a number of questions arise during its reading. The first question concerns the size of the corpus of articles. In our opinion, 30 scientific articles is a relatively small volume. To increase the accuracy of research results and greater objectivity, it would be necessary to expand the body of articles and diversify it at the expense of other scientific genres, such as dissertations, reviews, conference abstracts. Also, the table with the frequency of means of expressing epistemic assessment needs additional commentary, since it duplicates some means of expressing modality. In particular, we find "obvious" both in terms of categorical reliability and in terms of problematic reliability. These comments are advisory in nature and do not affect the overall appreciation of the work carried out by the author.
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