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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>A method of statistical idiolect/genderlect profiling for automated authorship attribution</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Olena Levchenko</string-name>
          <email>olena.p.levchenko@lpnu.ua</email>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Nataliia Lototska</string-name>
          <email>nataliia.y.lototska@lpnu.ua</email>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Olesya Nakhlik</string-name>
          <email>olesia.s.nakhlik@lpnu.ua</email>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Lviv Polytechnic National University</institution>
          ,
          <addr-line>Bandera Str., 12, Lviv, 79000</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>The article presents the results of the statistical profiling of the idiolect based on the analysis of taste names in Ukrainian fiction 1991-2023. The study aims to identify the list of idiolect markers relying on corpus data. It was found that one of the markers of an idiolect is the peculiarities of metaphorization. Metaphorical collocations with the verbalisers of the СМАК (TASTE) [SMAK] concept were automatically identified in the General Regionally Annotated Corpus of Ukrainian, which, in turn, made it possible to determine stabilized/individual author's collocations and taste prototypes in the analysed texts. The created statistical profile of the idiolect/genderlect comprises data on the frequency of the main names of tastes and their verbalizers, structural grouping, calculation of the median and mode, determination of the type of collocates (concrete/abstract) with taste attributes, thematic grouping of the obtained collocates.</p>
      </abstract>
      <kwd-group>
        <kwd>Statistical genderlect/idiolect profiling</kwd>
        <kwd>automatic metaphor identification</kwd>
        <kwd>authorship attribution</kwd>
        <kwd>idiolect marker</kwd>
        <kwd>prototype</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction</title>
      <p>The purpose of this paper is to develop a methodology for automated corpus data analysis
in order to identify metaphorical collocations with verbalisers of the СМАК (TASTE) [SMAK]
concept. The verbalisers of the СМАК (TASTE) [SMAK] concept belong to the perceptual
vocabulary, which plays an important role in reflecting the objective reality. The issues of
studying conceptualisation and verbalisation are of particular interest, since it is the conceptual
level data that most clearly reflect the linguistic community's perception of the world and
contain information about the national specificity of the language. Within the framework
of Ukrainian linguistics, the study of СМАК (TASTE) [SMAK] concept verbalisers has been
carried out mainly within the framework of linguistics, without the use of modern information
technologies, in particular, the developments of corpus and statistical linguistics. In previous
studies, an attempt was made to analyse verbalisation in terms of the КОЛІР (COLOUR)
[KOLIR] concept [23], since the authorship attribution should be carried out taking into account
a comprehensive analysis of statistical parameters, in particular, quantitative and qualitative
analysis of metaphorical features.</p>
      <p>The objectives of the study are as follows:
• creating a statistical profile of the СМАК (TASTE) [SMAK] concept verbalisers;
• confirmation of the research hypothesis about the possibility of identifying the author
of a text with the help of the dominant type of metaphor used in his/her previous texts;
• analysis of the effectiveness of automatic identification of taste metaphors in the studied
male and female authors' texts using the corpus features.
2.</p>
    </sec>
    <sec id="sec-2">
      <title>Related works</title>
      <p>
        Taste names are of interest to researchers for their etymology and semantics, as they are
characterised by fluctuating meanings depending on cultural, linguistic and historical contexts.
The concept of СМАК (TASTE) [SMAK] has been in the focus of attention recently [
        <xref ref-type="bibr" rid="ref10 ref15 ref2 ref3 ref4 ref6">2, 3, 4, 6,
10, 15, 16, 19, 28, 29, 33, 36, 37, 38, 39, 40, 41</xref>
        ].
      </p>
      <p>
        In a number of Ukrainian studies, authors have in one way or another touched upon the
analysis of vocabulary denoting taste [
        <xref ref-type="bibr" rid="ref13 ref5">5, 13, 22</xref>
        ]. However, these studies dealt with a purely
linguistic consideration of the problem and did not address the issues of automatic identification
of metaphorisation. Instead, linguistic and gender studies increasingly use quantitative analysis
and a linguistic and cognitive approach to interpret data. In particular, the results of studies
based on frequency analysis are presented in [18, 21, 23, 24, 27, 35].
      </p>
      <p>The research of writers' fiction texts using quantitative methods to detect individual
peculiarities is traced in the studies [23, 24, 26]. In the Ukrainian language, statistical studies of
gendered texts were conducted on the material of large corpora of texts to identify statistical
and qualitative characteristics of fiction texts that can serve as a marker for determining the
text author's gender [23, 24, 34, 35].</p>
      <p>
        To detect collocations, in particular metaphorical ones, statistical criteria, referred to as
association indicators, are used to calculate the strength of statistical dependence of two or more
qualitative variables [
        <xref ref-type="bibr" rid="ref9">9, 30</xref>
        ]. The association indicators most commonly used for studying
collocations include MI, t-score, log-likelihood, Dice, gmean, etc. Thus, MI-score is best suited
for detecting terminological collocations, proper names, and complex nominations; t-score is
suitable for common language stable collocations; MI-score is better for finding similarities,
tscore is applicable for establishing differences; log-likelihood is suitable for different sizes of
text corpora; z-score and t-score are not recommended for low-frequency candidates and small
samples [
        <xref ref-type="bibr" rid="ref14 ref7 ref9">7, 9, 14</xref>
        ]. Association indicators are primarily intended for automatic detection of
collocations/constructions in a text (corpus of texts) based on the determination
of randomness/nonrandomness of a certain sequence of words in a text (corpus of texts) [
        <xref ref-type="bibr" rid="ref8 ref9">8, 9,
30, 32</xref>
        ]. However, the analysis of collocation lists obtained by the above methods does not allow
obtaining lists of metaphorical compounds. Text corpora and their functionality, in particular,
the availability of semantic corpus annotation, make it possible to automatically identify
metaphors [
        <xref ref-type="bibr" rid="ref11">11, 17, 25</xref>
        ], which is important for identifying markers of writers' idiolects.
3.
      </p>
      <p>Methods and materials
"The language sciences are undergoing a quantitative revolution. There is ever more data, an
ever-growing toolkit of statistical methods, and a dedicated push towards incorporating more
empirical research into linguistic theorising" [38, p. xii]. In quantitative research, linguistic
features are classified and counted, and even more complex statistical models are constructed
to explain these observed facts. In qualitative research, however, we use the data only for
identifying and describing features of language use and for providing real occurrences/examples
of phenomena [12, p. xi]. Statistics is an important tool for analysing linguistic data,
as quantitative methods ensure the reliability of the results and allow us to identify the
properties of linguistic units and text structure. Statistical methods are widely used in linguistics
and have become one of the most efficient and time-saving tools for processing different sets of
texts [20]. Statistical profiles of texts by Ukrainian writers based on word combinations were
compiled to identify characteristic markers [23, 26].</p>
      <p>
        A corpus of texts is a reliable material for statistical analysis of lexical collocations, as it helps
to increase the accuracy of the data and the objectivity of the results. The quantitative
collocation analysis aids in extracting concordance lines for the in-depth qualitative analysis at
the lexical level studying adjectives and noun collocates, and at the lexico-grammatical level
[
        <xref ref-type="bibr" rid="ref1">1</xref>
        ].
      </p>
      <p>Methodologically, collocation analysis is viewed as essentially a probabilistic phenomenon
consisting of identifying statistically significant collocations and excluding chance
combinations. In collocation analysis, interest usually focuses on the extent to which the actual
pattern of these occurrences differs from the pattern that would be expected, assuming a
random distribution of forms. Any significant difference can be taken as, at least, preliminary
evidence that the presence of one word in the text affects the occurrence of another in some
way [12, p. 196].</p>
      <p>To study the СМАК (TASTE) [SMAK] concept, two research subcorpora of contemporary
fiction of 1991-2023 were created in GRAC-17 [31]: male authors' research subcorpus (male
subcorpus/MS) comprising 3,589,285 words and female authors' research subcorpus (female
subcorpus/FS) of 2,770,296 words. The filters used to create the research subcorpora included
literary style (DOC.STYLE – FIC), creation in the relevant time period (DOC.DATE –
19912023), language of the original text (DOC.ORIGINAL – UK) and the surname and name of the
author (DOC.AUTHOR – Y. Andrukhovych, Y. Vynnychuk, V. Lys, V. Shevchuk, V. Shkliar (for
male authors' texts) and S. Andrukhovych, O. Zabuzhko, M. Matios, H. Pahutiak, I. Rozdobudko
(for female authors' texts).</p>
      <p>Taste adjectives are characterised by their own semantics, not by their relation to other
objects, actions or circumstances. For example, гіркий (bitter) [hirkyi], солодкий (sweet)
[solodkyi], кислий (sour) [kyslyi], солоний (salty) [solonyi]. These adjectives are the main
components of the concept of СМАК (TASTE) [SMAK] by physiological sensation. Both in
Ukrainian and in other languages, the system of words for taste has a clearly defined core:
солодкий (sweet) [solodkyi], гіркий (bitter) [hirkyi], солоний (salty) [solonyi], кислий (sour)
[kyslyi]. The taste names denoting the main types of elementary taste are joined by the lexemes
прісний (bland) [prisnyi], квасний (tangy) [kvasnyi], нудотний (cloying) [nudotnyi],
приторний (sugary) [prytornyi], терпкий (tart) [terpkyi]. This group also includes lexemes
which denote complex taste sensations (гіркувато-солодкий (bittersweet)
[hirkuvatosolodkyi]), characterising the taste with a core name with an additional connotation.</p>
      <p>The study considers the main four types of tastes according to the physiological sensation
of солодкий (sweet) [solodkyi], солоний (salty) [solonyi], гіркий (bitter) [hirkyi], кислий
(sour) [kyslyi], as well as the words прісний (bland) [prisnyi], квасний (tangy) [kvasnyi],
нудотний (cloying) [nudotnyi], приторний (sugary) [prytornyi] and their common root
verbalizers. This approach was used to conduct a pilot study of the СМАК (TASTE) [SMAK]
concept due to the impossibility of covering an exhaustive list of taste attributes.</p>
      <p>This study relies on a comprehensive research methodology. Quantitative methods of
analysis complement the qualitative interpretation of the results. Thus, the study uses grouping
of the population into groups homogeneous by a certain feature; determines the median and
mode, which will allow us to find out the specifics of the use of linguistic units to denote taste;
presents typical collocations, the components of which are adjectives denoting the main tastes.
A thematic grouping of collocates was carried out to obtain data on the dominant groups of
typical collocates of taste attributes. The stabilised and individual author's collocations were
analysed, and the quantitative characteristics of collocations for taste attributes used in the
literal and figurative sense in male and female texts are presented. The effectiveness of
automatic identification of taste metaphors in the studied male and female authors' texts using
the corpus functionality was analysed [see Data_Set].</p>
      <p>The statistical significance of the results was assessed using the chi-square test and p-value.
In the context of the chi-square test, the p-value analysis helps to determine whether there
is a statistically significant relationship between variables. If the p-value is &lt; 0.05, the difference
in frequencies is statistically significant.
4.</p>
    </sec>
    <sec id="sec-3">
      <title>Experiment and results</title>
      <p>The collected and analysed factual material makes it possible to illustrate information about the
main taste sensations selected by male and female writers in fiction. The frequency of such
verbalisers of the СМАК (TASTE) [SMAK] concept as солодкий (sweet) [solodkyi], солоний
(salty) [solonyi], гіркий (bitter) [hirkyi], кислий (sour) [kyslyi], прісний (bland) [prisnyi],
квасний (tangy) [kvasnyi], нудотний (cloying) [nudotnyi], приторний (sugary) [prytornyi]
is analysed, and their absolute (AF) and relative (RF) frequencies are presented (for convenience,
all data are RF 10-5) in male and female authors' texts (see Table 1).
солодкий (sweet) [solodkyi]
гіркий (bitter) [hirkyi]
солоний (salty) [solonyi]
кислий (sour) [kyslyi]
прісний (bland) [prisnyi]
квасний (tangy) [kvasnyi]
нудотний (cloying) [nudotnyi]
приторний (sugary) [prytornyi]</p>
      <p>AF
229
145
59
38
13
3
7
1</p>
      <p>MS</p>
      <p>FS
RF,%.
638.01
403.98
164.44
105.87
36.22
8.36
19.5
2.78</p>
      <p>AF
298
127
43
19
19
11
2
2</p>
      <p>RF,%.
1075.7
458.43
155.22
68.58
68.58
39.7
7.22
7.22</p>
      <p>The data obtained show that the frequency of use of the adjectives солодкий (sweet)
[solodkyi] is 1075.7, прісний (bland) [prisnyi] 68.58, квасний (tangy) [kvasnyi] 39.7, and
приторний (sugary) [prytornyi] 7.22 in the female authors' texts, respectively, which is higher
than in the male authors' texts: солодкий (sweet) [solodkyi] 638.01, прісний (bland) [prisnyi]
36.22, квасний (tangy) [kvasnyi] 8.36, and приторний (sugary) [prytornyi] 2.78. The frequency
of the words солодкий (sweet) [solodkyi], прісний (bland) [prisnyi], and квасний (tangy)
[kvasnyi] is 1.7, 1.9, and 2.6 times higher in the female authors' texts, respectively. In the male
texts, the frequency of the words кислий (sour) [kyslyi] is 105.87, нудотний (cloying)
[nudotnyi] 19.5, which is higher than in the female texts – кислий (sour) [kyslyi] 68.58,
нудотний (cloying) [nudotnyi] 7.22, respectively. The frequency of the words кислий (sour)
[kyslyi], нудотний (cloying) [nudotnyi] is 1.5 and 2.7 times higher in the male texts,
respectively. The frequencies of the words гіркий (bitter) [hirkyi] and солоний (salty) [solonyi]
correlate in the two subcorpora: гіркий (bitter) [hirkyi] – male 403.98, female 458.43; солоний
(salty) [solonyi] – 164.44 and 155.22, respectively. It should be noted that for солодкий (sweet)
[solodkyi] the Chi-square test statistic is 35.62 and p-value is 2.4*10-9 and for квасний (tangy)
[kvasnyi], the Chi-square test statistic is 5.63 and p-value is 0.018. The words солодкий (sweet)
[solodkyi] and квасний (tangy) [kvasnyi] show statistically significant differences in the
frequency of use in male and female authors' texts. An extremely low p-value for the word
солодкий (sweet) [solodkyi] indicates a significant relationship with gender, while a lower
pvalue for the word квасний (tangy) [kvasnyi] indicates a much weaker, but still noteworthy
relationship.</p>
      <p>The adjectives солодкий (sweet) [solodkyi], гіркий (bitter) [hirkyi], and солоний (salty)
[solonyi] rank first, second, and third in terms of frequency of use in the male and female
authors' texts, respectively. In male texts, кислий (sour) [kyslyi] ranks fourth, прісний (bland)
[prisnyi] fifth, нудотний (cloying) [nudotnyi] sixth, квасний (tangy) [kvasnyi] seventh, and
приторний (sugary) [prytornyi] eighth, respectively. In the female authors' texts, the adjectives
кислий (sour) [kyslyi] and прісний (bland) [prisnyi] rank fourth, квасний (tangy) [kvasnyi]
fifth, нудотний (cloying) [nudotnyi] and приторний (sugary) [prytornyi] sixth, respectively.
Thus, the most frequent taste adjective in both male and female texts is солодкий (sweet)
[solodkyi], while the least frequent ones are квасний (tangy) [kvasnyi] and приторний
(sugary) [prytornyi] in male texts, нудотний (cloying) [nudotnyi] and приторний (sugary)
[prytornyi] in female texts.</p>
      <p>For the purposes of authorship attribution, it is also important to trace the frequency of use
of taste adjectives in the texts of a particular writer (see Figure 1).</p>
      <p>The diagram shows that V. Lys and M. Matios most often use taste adjectives, 593.43 and
588.38, respectively. The second position among the male writers is occupied by Y. Vynnychuk
(337.11), while among the female writers, I. Rozdobudko and H. Pahutiak rank second (494.53
and 480.09, respectively) (RF data correlate), which is significantly higher than Y. Vynnychuk's.
The third position among the male authors belongs to V. Shkliar (256.32), and among the female
writers to S. Andrukhovych (209.36). V. Shevchuk with 86.37 is at the bottom of the male
authors' list and O. Zabuzhko with 108.29 is the last in the female authors' rating, but the
frequency of using taste adjectives in her texts is 1.25 times higher than in V. Shkliar's. The
obtained results make it possible to state that V. Lys tops the ranking in terms of the frequency
of use of taste adjectives, while V. Shevchuk takes the last position.</p>
      <sec id="sec-3-1">
        <title>Oksana Zabuzhko</title>
      </sec>
      <sec id="sec-3-2">
        <title>Sofiia Andrukhovych</title>
      </sec>
      <sec id="sec-3-3">
        <title>Halyna Pahutiak</title>
      </sec>
      <sec id="sec-3-4">
        <title>Iren Rozdobudko</title>
      </sec>
      <sec id="sec-3-5">
        <title>Mariia Matios</title>
      </sec>
      <sec id="sec-3-6">
        <title>Valerii Shevchuk</title>
      </sec>
      <sec id="sec-3-7">
        <title>Yurii Andrukhovych</title>
      </sec>
      <sec id="sec-3-8">
        <title>Vasyl Shkliar</title>
      </sec>
      <sec id="sec-3-9">
        <title>Yurii Vynnychuk Volodymyr Lys</title>
        <p>108,29
86,37
105,87
209,36
256,32
337,11
480,09
494,53
588,38
593,43
солодкий
(sweet)
[solodkyi]
гіркий
(bitter)
[hirkyi]
солоний
(salty)
[solonyi]
кислий
(sour)
[kyslyi]
прісний
(bland)
[prisnyi]
квасний
(tangy)
[kvasnyi]
нудотний
(cloying)
[nudotnyi]
приторний
(sugary)
[prytornyi]
s
y
L
.</p>
        <p>V
приторний (sugary) нудотний (cloying)</p>
        <p>квасний (tangy)
прісний (bland)
гіркий (bitter)
кислий (sour)
солодкий (sweet)
солоний (salty)</p>
        <p>The structural grouping was carried out taking into account the frequency of use of the
adjective солодкий (sweet) [solodkyi] in the texts of the studied authors. The number of groups
was calculated using the Sturges formula, where n is the number of the writers studied (1).</p>
        <p>k = 1 + 3,322 log n = 1 + 3,322log (10) ≈ 1+3.322 ≈ 4.322 (1)</p>
        <p>The obtained data demonstrate that M. Matios is the leader in the use of the adjective
солодкий (sweet) [solodkyi] (476.48). At the same time, this adjective is also the most frequent
in the male authors' texts, where V. Lys occupies the first position with a frequency of 231.24,
which is 2 times lower than that of M. Matios. The high frequency of the word солодкий
(sweet) [solodkyi] in the texts by the above-mentioned writer is due to the metaphor of the
novel "Солодка Даруся" (“Sweet Darusia”) [“Solodka Darusia”].</p>
        <p>The highest frequency of use of the adjective гіркий (bitter) [hirkyi] was observed for V. Lys
and H. Pahutiak. The obtained frequency data in their texts correlate, 222.88 and 209.36,
respectively.</p>
        <p>The highest frequency of the adjective солоний (salty) [solonyi], 101.07, was found in
I. Rozdobudko's texts, while in V. Lys's texts the frequency of this word was 86.36.</p>
        <p>The adjective кислий (sour) [kyslyi] is most often used by H. Pahutiak (43.31),
Y. Vynnychuk (41.79), and V. Lys (39.00), and the data obtained from their texts correlate.</p>
        <p>The adjective квасний (tangy) [kvasnyi] has a high frequency rate in the texts of
S. Andrukhovych with 21.66 and H. Pahutiak with 14.44.</p>
        <sec id="sec-3-9-1">
          <title>Y. Andrukhovych, S. Andrukhovych, H. Pahutiak, V. Shevchuk Y. Vynnychuk, V. Lys, O. Zabuzhko, V. Shkliar</title>
        </sec>
        <sec id="sec-3-9-2">
          <title>I. Rozdobudko</title>
          <p>M. Matios</p>
          <p>The adjective прісний (bland) [prisnyi] most often occurred in the texts of M. Matios (32.39),
while in the male authors' texts, the highest rate of this adjective was found in V. Shkliar's
(13.93), which is 2.3 times less.</p>
          <p>The adjective нудотний (cloying) [nudotnyi] has high frequency rates in the texts by
I. Rozdobudko, 7.22, Y. Vynnychuk, 8.36, and V. Shkliar, 8.36.</p>
        </sec>
        <sec id="sec-3-9-3">
          <title>S. Andrukhovych, Y. Andrukhovych, Y. Vynnychuk, 8 O. Zabuzhko, M. Matios, H. Pahutiak, V. Shevchuk, V. Shkliar V. Lys</title>
          <p>The adjective приторний (sugary) [prytornyi] is most often used only in texts by
I. Rozdobudko (7.22) and V. Lys (2.79), which is 2.6 times less.</p>
          <p>It is worth noting that male writers take the lead in using various taste adjectives. V. Lys,
Y. Vynnychuk, and V. Shkliar used seven out of eight taste adjectives. Among the female
writers, this is characteristic of I. Rozdobudko only.</p>
          <p>This frequency ratio of taste attributes in the texts of different authors can be considered as
a marker of an idiolect. On the other hand, the averaged data taken from the male and female
authors' corpora cannot be used as a marker of a genderlect, since the variability of the
indicators of an individual author is quite significant.</p>
          <p>It is important to determine the frequency and repertoire of common root verbalisers of the
main components of the СМАК (TASTE) [SMAK] concept for male and female texts. The
number of different verbalisers is 34 for male texts and 27 for female texts.</p>
          <p>MS (RF,%): солодкавий (sweetish) [solodkavyi] 25.07; гірко-солодкий (bittersweet)
[hirkosolodkyi] 16.72; гіркуватий (bitterish) [hirkuvatyi] 13.93; гіркавий (slightly bitter) [hirkavyi],
згірклий (rancid) [zghirklyi], кисло-солодкий (sour-sweet) [kyslo-solodkyi], прогірклий
(rank) [prohirklyi] 11.14; підсолоджений (sweetened) [pidsolodzhenyi] 8.36, кислуватий
(sourish) [kysluvatyi], пересолоджений (over-sweetened) [peresolodzhenyi], солоденький
(pleasantly sweet) [solodenkyi], солодко-гіркий (sweet-bitter) [solodko-hirkyi] 5.57;
болісносолодкий (painfully sweet) [bolisno-solodkyi], гіркаво-солодкий (bitter sweet)
[hirkavosolodkyi], дражливо-солодкий (teasingly sweet) [drazhlyvo-solodkyi], жахливо-солодкий
(awfully sweet) [zhakhlyvo-solodkyi], мазохістично-солодкий (masochistically sweet)
[mazokhistychno-solodkyi], млосно-солодкий (intoxicatingly sweet) [mlosno-solodkyi],
нудно-солодкий (sickeningly sweet) [nudno-solodkyi], солодкаво-нудотний (sickeningly
sweetish) [solodkavo-nudotnyi], солодкий-пресолодкий (very sweet) [solodkyi-presolodkyi],
солодко-небажаний (sweet but undesirable) [solodko-nebazhanyi], солодко-щільний (sweet
and thick) [solodko-shchilnyi], улесливо-солодкий (flattering sweet) [uleslyvo-solodkyi],
khrypkuvato-solodkyi], солонуватий (saltish) [solonuvatyi], кислувато-їдкий (sharp sourish)
[kysluvato-yidkyi], кисло-застояний (stale and sour) [kyslo-zastoianyi], гіркий-гіркий (very
bitter) [hirkyi-hirkyi], гірко-іронічний (bitterly ironic) [hirko-ironichnyi], гірко-терпкий
(bitter and tart) [hirko-terpkyi], гіркувато-пряний (bitterish-spicy) [hirkuvato-prianyi],
солодкаво-гіркий (sweetish-bitter) [solodkavo-hirkyi], пріснуватий (blandish) [prisnuvatyi]
2.78.</p>
          <p>FS (RF, %): гіркуватий (bitterish) [hirkuvatyi], солодкавий (sweetish) [solodkavyi] 50.54;
згірклий (rancid) [zghirklyi] 10.83; гіркая (bitter) [hirkaia], нудотно-солодкий (sickeningly
sweet) [nudotno-solodkyi], солодкуватий (sweetish) [nudotno-solodkyi], солонкуватий
(saltish) [solonkuvatyi], солонуватий (saltish) [solonuvatyi] 7.2; гіркавий (bitterish)
[hirkavyi], гірко-пекучий (bitter hot) [hirko-pekuchyi], гірко-солоний (bitter salty)
[hirkosolonyi], малосолоний (low-salt) [malosolonyi], млосно-солодкий (intoxicatingly sweet)
[mlosno-solodkyi], підсолоджений (sweetened) [pidsolodzhenyi],
пріло-солодкавоболотяний (musty sweetish murshy) [prilo-solodkavo-bolotianyi], прогірклий (rank)
[prohirklyi], кислуватий (sourish) [kysluvatyi], кислувато-гіркий (sourish bitter)
[kysluvatohirkyi], кислувато-сирний (sourish cheesy) [kysluvato-syrnyi], свіжо-солодкий (fresh sweet)
[svizho-solodkyi], солоджений (sweetened) [solodzhenyi], солодкаво-кислий (sweetish sour)
[solodkavo-kyslyi], солодкаво-нудотний (sickeningly sweetish) [solodkavo-nudotnyi],
солодко-незавершений (sweet unfinished) [solodko-nezavershenyi],
солодко-терпкотеплий (sweet, tart and warm) [solodko-terpko-teplyi], солодовий (malty) [solodovyi],
цукрово-солодкий (sugary sweet) [tsukrovo-solodkyi] 3.61.</p>
          <p>In the male authors' texts, the most frequent common root verbalisers are солодкавий
(sweetish) [solodkavyi], гірко-солодкий (bittersweet) [hirko-solodkyi], гіркуватий (bitterish)
[hirkuvatyi], гіркавий (slightly bitter) [hirkavyi] згірклий (rank) [zghirklyi], кисло-солодкий
(sour-sweet) [kyslo-solodkyi], прогірклий (rancid) [prohirklyi], підсолоджений (sweetened)
[pidsolodzhenyi], and in the female authors' texts гіркуватий (bitterish) [hirkuvatyi],
солодкавий (sweetish) [solodkavyi], згірклий (rank) [zghirklyi]. The analysis shows that the
most frequent verbalisers of taste are гіркуватий (bitterish) [hirkuvatyi], солодкавий
(sweetish) [solodkavyi] in both the male and female texts.</p>
          <p>For example, 23 different forms of compound adjectives were traced in the male texts, and
10 forms in the female texts. The largest number of verbalisers was traced for солодкий (sweet)
[solodkyi] – 17 forms in the male / 14 in the female texts, гіркий (bitter) [hirkyi] – MS 12 / FS
8, кислий (sour) [kyslyi] – MS 4 / FS 3, солоний (salty) [solonyi] – MS 1 / FS 4, прісний (bland)
[prisnyi] – MS 1 / FS 0.</p>
          <p>The study of common root verbalisers of taste revealed forms that occur in both make and
female authors' texts (see Figure 3).</p>
          <p>The analysis of the quantitative data shows that the words гіркуватий (bitterish)
[hirkuvatyi] and солодкавий (sweetish) [solodkavyi] have the highest frequency in the studied
texts. Their frequency is 50.54, while in the male authors' texts the frequency of these words is
13.93 and 25.07, which is 3.6 and 2 times less than in the female texts, respectively. However, in
the male texts, the frequency of the words гіркавий (slightly bitter) [hirkavyi] is 11.14,
підсолоджений (sweetened) [pidsolodzhenyi] 8.36, and прогірклий (rank) [prohirklyi]11.14,
which is 3, 2.3, and 3 times higher than in the female authors' texts. It should be noted that in
the studied text arrays, the Chi-square test statistic is 5.84 and p-value is 0.015 for the word
гіркуватий (bitterish) [hirkuvatyi], which indicates the statistical significance of the difference
in results.
25,07
13,93</p>
          <p>It is worth noting that the most frequent taste adjective in the studied texts is солодкий
(sweet) [solodkyi]. Thus, M. Matios takes the lead in using the adjective солодкий (sweet)
[solodkyi], 476.48 (see Figure 4). However, it should be noted that almost half of the word
combinations with солодкий (sweet) [solodkyi] in the writer's texts are represented by the
collocations "Солодка Даруся" (“Sweet Darusia”) [“Solodka Darusia”] (the title of the novel),
111.9 and Солодка Даруся (Sweet Darusia) [Solodka Darusia] (a character in the novel of the
same name), 104.68.</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>Discussions</title>
      <p>The taste feature is not independent, it is closely connected in the process of communication
with the object. This feature is reflected in a special type of nomination – nominal attributive
phrases [13, p.186], models of taste adjective + noun type. The lexical compatibility of adjectives
denoting taste reflects their semantic structure, which, in turn, demonstrates the peculiarities
of verbalisation of the СМАК (TASTE) [SMAK] concept.</p>
      <p>The use of statistical association indicators such as MI-score and T-score to identify
collocations does not provide a complete list of metaphors. Instead, the method of identifying
metaphors based on semantic tags is effective and enables obtaining a list of metaphors.</p>
      <p>The structural model солодкий (sweet) [solodkyi] + noun is the most frequent among the
models of taste adjective + noun type. In GRAC-17, the query [lemma=".*солод.*"&amp;tag="adj.*"]
[tag="noun.*"&amp;tag!="pron.*"] was used to automatically detect солодкий (sweet) [solodkyi] +
noun collocations.</p>
      <p>The taste attributes were applied to nouns belonging to a number of thematic groups (see
Figure 5). It should be noted that collocations with common root verbalisers of the adjective
солодкий (sweet) [solodkyi] were also taken into account. In the study, 138 different collocates
with a total frequency of 426.26 in the male authors' texts and 109 different collocates with a
total frequency of 736.38 in the female authors' texts were identified within this model.
115,51
147,66</p>
      <sec id="sec-4-1">
        <title>Proper names:</title>
        <p>8,36
234,63</p>
        <p>In the female authors' texts, the taste adjective солодкий (sweet) [solodkyi] is most often an
attribute of proper names, actions and states, food and drinks; in male authors' texts, it is an
attribute of actions and states, food and drinks, emotions and feelings. The frequency of
adjectives of the thematic group Proper Names is 28 times higher in the female texts than in
male ones. In addition, the absence of taste attributes in the thematic group Abstract Concepts
in the male texts is observed.</p>
        <p>The most frequent collocates of the attribute солодкий (sweet) [solodkyi] and its verbalisers
are:</p>
        <p>MS (RF, %) – дух (spirit) [dukh] 13.93; запах (smell) [zapakh], сон (sleep) [son], туга
(longing) [tuha] 11.14; біль (pain) [bil], напій (drink) [napii], обійми (hug) [obiimy], пахощі
(fragrance) [pakhoshchi], передчуття (anticipation) [peredchuttia], усмішка (smile)
[usmishka] 8.36; виродження (degeneration) [vyrodzhennia], втома (fatigue) [vtoma], голос
(voice) [holos], груша-скороспілка (early pear) [hrusha-skorospilka], дихання (breath)
[dykhannia], дівчинка (girl) [divchynka], дурничка (trifle) [durnychka], знемога
(exhaustion) [znemoha], кава (coffee) [kava], млість (languor) [mlist], отрута (poison) [otruta],
парочка (couple) [parochka], перець (pepper) [perets], слово (word) [slovo], спогад (memory)
[spohad], хвилина (minute) [khvylyna] 5.57;</p>
        <p>FS (RF, %) – Даруся (Darusia) [Darusia] 216.58, запах (smell) [zapakh] 39.71; сон (sleep)
[son], тісто (dough) [tisto] 18.05, вино (wine) [vyno], голос (voice) [holos], нудота (nausea)
[nudota], сік (juice) [sik], узвар (stewed fruit) [uzvar] 10.83; Буковина (Bukovina) [Bukovyna],
втома (fatigue) [vtoma], дух (spirit) [dukh], мука (torture) [muka], отрута (poison) [otruta],
парочка (голубʼят) (a couple (of doves) [parochka (holubʼiat)], передчуття (anticipation)
[peredchuttia], смак бажання (taste of desire) [smak bazhannia], тістечко (cookie) [tistechko]
7.22.</p>
        <p>One of the markers of the writers' idiolect is the specificity of the use of taste names,
in particular in the direct and figurative senses. In other words, we can talk about the taste
attribution of abstract and concrete concepts. The relative frequency of attributive collocations
used in the direct sense with the adjective солодкий (sweet) [solodkyi] is 75.22% in the male
authors' texts and 90.24% in female authors' texts. The number of different attributive
collocations used in the figurative sense with the adjective солодкий (sweet) [solodkyi] is 103
with a total frequency of 351.04 for MS and 91 with a total frequency of 646.14 for FS. Moreover,
the frequency of collocations used in the direct sense is 1.2 times higher for FS than for MS,
while the frequency of metaphorical collocations is 1.8 times higher for FS.</p>
        <p>At present, the semantically annotated corpus of GRAC-17 enables the automated
identification of metaphorical collocations with the adjective солодкий (sweet) [solodkyi]
using the following queries:
• [lemma=".*солод.*"&amp;tag="adj.*"][tag="noun.*"&amp;tag!="pron.*"&amp;tag!=".*prop.*"&amp;semtag
="1:conc.*"] – to search for collocations used in the direct sense, excluding collocations
with proper names;
• [lemma=".*солод.*"&amp;tag="adj.*"][tag="noun.*"&amp;tag!="pron.*"&amp;semtag="1:abst.*"] – for
collocations used in the figurative sense;
• [lemma=".*солод.*"&amp;tag="adj.*"][tag="noun.*"&amp;tag!="pron.*"&amp;tag=".*prop.*"&amp;semtag=
"1:conc.*"] – for collocations including proper names.</p>
        <p>It is worth noting that since the semantic annotation of the corpus is still being processed,
the error rate should be taken into account when evaluating the results.</p>
        <p>The following metaphorical collocations with the word солодкий (sweet) [solodkyi] were
found using the above queries: MS (RF, %) – солодкий сон (sweet sleep) [solodkyi son] 11.14,
біль (pain’) [bil] 8.36, хвилини (minutes) [khvylyny] 5.57, мить (moment) [myt], гра (game)
[hra], страх (fear) [strakh], жаль (regret) [zhal], почуття (feeling) [pochuttia], музика (music)
[muzyka], кислo-солодкий дух (sour-sweet spirit) [kyslo-solodkyi dukh], гірко-солодкий
дух (bittersweet spirit) [hirko-solodkyi dukh], гірко-солодкий вітер (bittersweet wind)
[irkosolodkyi viter], болісно-солодка тема (painfully sweet theme) [bolisno-solodka tema],
солодкий Рома, Павлик (sweet Roma, Pavlyk) [solodkyi Roma, Pavlyk] 2.78; FS (RF, %) –
Солодка Даруся (Sweet Darusia) [Solodka Darusia] 216.58, сон (sleep) [son] 10.82,
солодконезавершена думка (sweet unfinished thought) [solodko-nezavershena dumka], солодкавий
дух (sweetish spirit) [solodkavyi dukh], солодкий дух (sweet spirit) [solodkyi dukh], біль
(pain) [bil], хвилина (minute) [khvylyna], процес (process) [protses], ніч (night) [nich],
година (hour) [hodyna], сон (sleep) [son], життя (life) [zhyttia], добро (goodness) [dobro],
відчуття (feeling)[ vidchuttia], смерть (death) [smert], мова (speech) [mova], музика (music)
[muzyka], Карпати (Carpathians) [Karpaty], Буковина (Bukovina) [Bukovyna] 3.61.</p>
        <p>The query to find collocations with specific nouns revealed a number of collocations,
including солодка дівчинка (sweet girl) [solodka divchynka], солодка пташка (sweet bird)
[solodka ptashka], солодка сучка (sweet bitch) [solodka suchka], солодка панна (sweet lady)
[solodka panna], солодкий мурчик (sweet pussycat) [solodkyi murchyk] (MS), which acquire
a metaphorical meaning with the word солодкий (sweet) [solodkyi] in relation to a person. A
similar situation is observed with the collocations солодка назва (sweet name) [solodka nazva]
(MS, FS) and солодке місце (sweet place) [solodke mistse], солодке повітря (sweet air)
[solodke povitria] (FS), since the words назва (name) [nazva], місце (place) [mistse], повітря
(air) [povitria] are concrete concepts, but in combination with the word солодкий (sweet)
[solodkyi] they acquire metaphorical meaning. The collocations to describe aroma and smell
are used with the meaning 'causing pleasant sensations, giving pleasure', and therefore we
interpret them as metaphorical.</p>
        <p>Phrases with the word солодкий (sweet) [solodkyi] in the direct sense are used to describe
food and drinks, substances: MS – вино (wine) [vyno], водичка (water) [vodychka], кава
(coffee) [kava], карамелька (caramel) [karamelka], лизак (lollipop) [lyzak], напій (drink)
[napii], пиріг (pie) [pyrih], пляцок (cake) [pliatsok], сік (juice) [sik], чай (tea) [chai], пахощі
(fragrance) [pakhoshchi], СМАК (TASTE) [SMAK], маса (paste0 [masa], отрута (poison)
[otruta], etc.; FS – вино (wine) [vyno], горілка (vodka) [horilka], віскі (whiskey) [viski], желе
(jelly) [zhele], малина (raspberry) [malyna], пляцок (cake) [pliatsok], узвар (stewed fruit)
[uzvar], фрукт (fruit) [frukt], чай (tea) [chai], СМАК (TASTE) [SMAK], тісто (dough) [tisto],
вата (cotton wool) [vata], патока (molasses) [patoka], рідина (liquid) [ridyna], etc.</p>
        <p>From the above examples, it can be noted that the collocation солодке вино (sweet wine)
[solodke vyno] is used in both male and female texts, but the phrases солодка горілка (sweet
vodka) [solodka horilka] and солодке віскі (sweet whiskey) [solodke viski] (strong alcoholic
beverages) can be traced only in the female texts. The collocations describing food and drinks
have the meanings ‘sweet’, ‘made with sugar’ and ‘pleasant’. It should be noted that the
collocation солодке вино (sweet wine) [solodke vyno] has the meaning ‘made from grape
varieties that contain a significant amount of sugar’.</p>
        <p>Having analysed the attributive patterns with the word солодкий (sweet) [solodkyi] used
in a figurative, including metaphorical, sense, we can say that the typical meaning is ‘pleasant’,
‘calm’ and ‘happy’: біль (pain) [bil], втіха (comfort) [vtikha], сон (sleep) [son], втома (fatigue)
[vtoma], усмішка (smile) [usmishka], голос (voice) [holos], музика (music) [muzyka], долоня
(palm) [dolonia], губи (lips) [huby], мить (moment) [myt], хвилина (minute) [khvylyna],
слово (word) [slovo], життя (life) [zhyttia], думка (thought) [dumka], etc.</p>
        <p>For example, голос (voice) [holos], музика (music) [muzyka] (MS, FS), звук (sound), стогін
(moan), шепіт (whisper) [shepit] (MS), спів (singing) [spiv], мурчання (purring) [murchannia]
(FS) has the meaning ‘pleasing to the ear, heartfelt, sincere, pleasant’; слово (word) [slovo] (MS,
FS), мова (speech) [mova] (FS) – ‘excessively affectionate, flattering expression’; благодать
(grace) [blahodat], кохання (love) [kokhannia], надія (hope) [nadiia] (MS), насолода (pleasure)
[nasoloda], добро (goodness) [dobro], слабість (weakness) [slabist] (FS) – ‘giving moral
satisfaction, comfort’; втома (tiredness) [vtoma], поцілунок (kiss) [potsilunok], усмішка
(smile) [usmishka] (MS, FS), брехня (lie) [brekhnia], звичка (habit) [zvychka], мрія (dream)
[mriia], обійми (hug) [obiimy], оргазм (orgasm) [orhazm], чекання (waiting) [chekannia]
(MS), диво (miracle) [dyvo], очманіння (daze) [ochmaninnia], смерть (death) [smert], спокій
(peace) [spokii], хвилювання (excitement) [khvyliuvannia] (FS) – ‘giving a feeling of pleasure
or expressing satisfaction, joy, enjoyment (of a person's thoughts, feelings, state)’; сон (sleep)
[son] (MS, FS) – ‘a calm, deep, serene sleep’; мить (moment) [myt], хвилина (minute)
[khvylyna], юність (youth) [yunist] (MS), життя (life) [zhyttia] (FS) – ‘full of abundance,
happiness, joy, pleasure; happy’.</p>
        <p>The use of such collocations with солодкий (sweet) [solodkyi] as a парочка (couple)
[parochka] ‘people in love’ (MS, FS), пташка (birdie) [ptashka], мурчик (pussycat) [murchyk]
(MS) to describe people in the sense of ‘attractiveness, cuteness, charm’, сучка (bitch) [suchka]
(MS) is used in a negative context: ‘a woman who uses her attractiveness to achieve her goals’,
бицюра (goon) [bytsiura] (MS) is used to describe physical strength; the names Ізюм (Izium)
[Izium], Павлик (Pavlyk) [Pavlyk], Рома (Roma) [Roma], дівчинка (girl) [divchynka], панна
(panna) [panna] (MS), Даруся (Darusia) [Darusia], ROSHEN, Буковина (Bukovina)
[Bukovyna], Карпати (Carpathians) [Karpaty] (FS) describe places and people, attitudes
towards them, relationships with them, with the meaning ‘close and dear to the heart’. For
example, Можна обижатися хоч сотню разів, що вона, та солодка сучка (sweet bitch)
[solodka suchka], продала любов ... (V. Lys, "Століття Якова" (“Jacob’s Century”) [“Stolittia
Yakova”]); У голові моїй уже розтікалася солодка благодать (sweet grace) [solodka
blahodat]; усе, чого я прагнув у цей вечір – напитися і звалити додому (Y. Vynnychuk,
"Весняні ігри в осінніх садах" (“Spring Games in Autumn Gardens”) [“Vesniani ihry v
osinnikh sadakh”]).</p>
        <p>The analysis of comparisons with the component солодкий (sweet) [solodkyi] makes it
possible to identify prototypes of солодкий (sweet) [solodkyi]: вишнева наливка солодка
(sweet) [solodka], як її пупчик (Y. Vynnychuk, "Цензор снів" (“Censor of Dreams”) [“Tsenzor
sniv”]); вечір, солодкий (sweet) [solodkyi], як квіти рожевих лип (Y. Vynnychuk, "Цензор
снів" (“Censor of Dreams”) [“Tsenzor sniv”]); думка про Євцю – солодка (sweet) [solodka],
як груша на Спаса (V. Lys, "Стара холера" (“Old Cholera”) [“Stara kholera”]); звістка була
солодка (sweet) [solodka], як мед (V. Lys, "Соло для Соломії" (“Solo for Solomiya”) [“Solo
dlia Solomii”]), слива […] солодка (sweet) [solodka], як мед (V. Shkliar, "Чорне Сонце"
(“Black Sun”) [“Chorne Sontse”]); любоффф солодка (sweet) [solodka] як повія
(Y. Andrukhovych, "Дванадцять обручів" (“Twelve Hoops”) [“Dvanadtsiat obruchiv”]);
сестрички […] солоденькі (sweet) [solodki], як мармулядки (Y. Vynnychuk, "Мальва
Ланда" (“Malva Landa”) [“Malva Landa”]); сливи […] солодкі (sweet) [solodki], як мед
(I. Rozdobudko, "Ґудзик" (“The Button”) [“Gudzyk”]); повітря […] солодким (sweet)
[solodke], як молочний коктейль (I. Rozdobudko, "Шості двері" (“The Sixth Door”) [“Shosti
dveri”]); життя її солодке (sweet) [solodke] наче мед (H. Pahutiak, "Брат мій Енкіду" (“My
Brother Enkidu”) [“Brat mii Enkidu”]). It is noteworthy that in the studied texts the traditional
prototype of sweet for the Ukrainian linguistic community – honey – is actualised.
Y. Vynnychuk and Y. Andrukhovych associate sweet taste with pleasure and enjoyment.</p>
        <p>As already mentioned, among the authors studied, the highest frequency of the солодкий
(sweet) [solodkyi] attribute is observed in the texts of V. Lys and M. Matios. M. Matios gives the
attribute солодкий (sweet) [solodkyi] to nouns belonging to the following thematic groups:
proper names: "Солодка Даруся" (“Sweet Darusia”) [“Solodka Darusia”] (the title of the novel)
111.9 and Солодка Даруся (Sweet Darusia) [Solodka Darusia] 104.7 (the name of the character
of the novel of the same name), Буковина (Bukovina) [Bukovyna] 7.22; food and drinks:
малина (raspberries) [malyna], узвар (stewed fruit) [uzvar] 7.22; желе (jelly) [zhele],
їжачкипіки (hedgehogs-piques (a dish)) [jizhachky-piky], перець (pepper) [perets], піраміда десерту
(dessert pyramid) [piramida desertu] 3.61; emotions and feelings: добро (goodness) [dobro],
радість (joy) [radist], сентиментальність (sentimentality) [sentymentalnist], смак бажання
(taste of desire) [smak bazhannia] 3.61; action and state: дихання (breathing) [dykhannia],
дрож-пропасниця (shivering-fever) [drozh-propasnytsia], розстання (parting) [rozstannia],
сон (sleep) [son] 3.61; substance and object: отрута (poison) [otruta] 7.22; стіл (table) [stil],
цемент (cement (about cream)) [cement] 3.61; space and nature: вода (water) [voda], житло
(dwelling) [zhytlo], ружа (rose) [ruzha] 7.22; about a person: тітонька (auntie) [titonka], ягідка
(berry (about a person)) [yahidka] 3.61; human body: губи (lips) [huby], долоня (palm)
[dolonia] 3.61; abstract concepts: життя (life) [zhyttia] 3.61; aroma and smell: запах (smell)
[zapakh] 7.22; sounds: голос (voice) [holos] 3.61; language and culture: слово (word) [slovo]
3.61; time: ніч (night) [nich] 3.61.</p>
        <p>The fact of attributing the attribute sweet to emotions, states and actions is important for
authorship attribution (… тонким наманікюреним пальчиком робіть гостеві екскурсію не
просто заставленим солодощами столом — а солодким смаком бажання (sweet taste of
desire) [solodkym smakom bazhannia] (M. Matios, "Кулінарні фіґлі" (“Culinary Tricks”)
[“Kulinarni figli”]); Скажу Вам одне: кучерявим амуром — цим солодким дивом (sweet
miracle) [solodkym dyvom] — Ви можете здивувати спадкового кронпринца, не те що
кучерявого коханця (M. Matios, "Кулінарні фіґлі" (“Culinary Tricks”) [“Kulinarni figli”]). The
collocations солодкий сон (sweet dream) [solodkyi son], солодке життя (sweet life) [solodke
zhyttia], солодке слово (sweet word) [solodke slovo] are stabilised metaphors: А друге спало,
як у мами за пазухою, леда всміхаючись солодкому сниву (sweet dream) [solodkomu
snyvu] кутиками уст та смішно ворушачи бровенятками (M. Matios, "Щоденник
страченої" (“Diary of the Executed”) [“Shchodennyk strachenoii”]); Повірте, моя порада
почати спільне солодке життя (sweet life) [solodke zhyttia] дамськими пальчиками
обернеться Вам сторицею (M. Matios, "Кулінарні фіґлі" (“Culinary Tricks”) [“Kulinarni
figli”]); Жодне вино, жодне солодке слово (sweet word) [solodke slovo] і
найдурманливіші обійми в земному житті не дали мені такої веселості (M. Matios,
"Чотири пори життя" (“Four Seasons of Life”) [“Chotyry pory zhyttia”]). The writer uses
diminutives with the adjective солодкий (sweet) [solodkyi] to express a favourable and
affectionate attitude: І тоді мій син — моє любе дитятко, моя солодка ягідка (sweet berry)
[solodka yahidka] — стрепенувся під чоловіковою рукою, потягнувся до пташки і
заплакав (M. Matios, "Чотири пори життя" (“Four Seasons of Life”) [“Chotyry pory zhyttia”]).
The collocation солодка вода (sweet water) [solodka voda] is used in the literal sense of
‘without a salty taste’: Твій орел дістає мене і тут, у піднебессі […] він клює дзьобиком
квіти на полонинах і плаях […] і гейзери солодких вод (sweet waters) [solodkykh vod]
салютують із-під укритого мохом каміння (M. Matios, "Чотири пори життя" (“Four Seasons
of Life”) [“Chotyry pory zhyttia”]).</p>
        <p>In the texts of V. Lys, the adjective солодкий (sweet) [solodkyi] is an attribute of nouns in
such thematic groups as emotions and feelings трем (chills) [trem] 5.57; біль (pain) [bil], воля
(will) [volia], задоволення (pleasure) [zadovolennia], гріх кохання (sin of love) [hrikh
kokhannia], надія (hope) [nadiia], хвиля радості (wave of joy) [khvylia radosti] 2.78; action
and state: передчуття (anticipation) [peredchuttia] 8.36; брехня (lie) [brekhnia], дихання
(breath) [dykhannia], звичка (habit) [zvychka], знемога (exhaustion) [znemoha], ілюзія
(illusion) [iliuziia], марення (delusion) [marennia], обійми (hug) [obiimy], усмішка (smile)
[usmishka], сон (sleep) [son], спогад (memory) [spohad], сподівання (hope) [spodivannia],
чекання (expectation) [chekannia], шум спогаду (noise of memory) [shum spohadu] 2.78;
food and drinks: груша-скороспілка (early pear) [hrusha-skorospilka] 5.57; півник (cockerel)
[pivnyk], чай (tea) [chai] 2.78; space and nature: глибина (depth) [hlybyna] 2.78; sounds:
голос (voice) [holos], скрикування (screaming) [skrykuvannia] 2.78; human body: долоня
(palm) [dolonia], палець (finger) [palets] 2.78; substance and object: цукор (sugar) [tsukor],
крупинка (grain) [krupynka], покривало (bedspread) [pokryvalo] 2.78; proper names: Ізюм
(Izium) [Izium], Павлик (Pavlyk) [Pavlyk] 2.78; about a person: бицюра (goon) [bytsiura],
сучка (bitch) [suchka] 2.78.</p>
        <p>V. Lys mostly uses the adjective солодкий (sweet) [solodkyi] to describe emotions, feelings,
physiological states that bring joy, comfort, pleasure, or calmness, for example: Я став
провалюватися кудись униз […], відчуваючи солодке задоволення (sweet pleasure)
[solodke zadovolennia] од самого цього польоту (V. Lys, "Камінь посеред саду" (“Stone
in the Middle of the Garden”) [“Kamin posered sadu”]); У тілі жив солодкий трем (sweet
chills) [solodkyi trem] сьогоднішнього кохання (V. Lys, "Діва Млинища" (“The Maiden of
Mlynyshche”) [“Diva Mlynyshcha”]); Але хай не заважає чекати тата, не перешкоджає її
такому солодкому чеканню (sweet expectation) [solodkomu chekanniu] (V. Lys, "Країна
гіркої ніжності" (“The Country of Bitter Tenderness”) [“Kraina hirkoii nizhnosti”]); the use of
the stabilised metaphor солодкий сон (sweet dream) [solodkyi son] is also traced: Тітка,
висока худа жінка з нервовими жилавими руками […], подивилася на мене так, наче
прокидалася з солодкого сну (sweet sleep) [solodkoho snu] (V. Lys, "І прибуде суддя"
(“And the Judge Will Arrive”) [“I prybude suddia”]). To describe a person, the writer uses coarse
forms to express a positive, admiring attitude, which are individual authorial collocations: –
Мати мене хочете, солодкий бицюро (sweet goon) [solodkyi bytsiuro]? Не дивуйтеся, вас
у селі бицюрою прозивають (V. Lys, "Соло для Соломії" (“Solo for Solomiya”) [“Solo dlia
Solomii”]); Можна обижатися хоч сотню разів, що вона, та солодка сучка (sweet bitch)
[solodka suchka], продала любов (V. Lys, "Століття Якова" (“Jacob’s Century”) [“Stolittia
Yakova”]).</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>Conclusion</title>
      <p>The obtained factual material makes it possible to present information on the frequency of the
verbalisers of the СМАК (TASTE) [SMAK] concept of different types used by male and female
writers in prose fiction. The statistical analysis of the studied texts shows that the adjectives
солодкий (sweet) [solodkyi], гіркий (bitter) [hirkyi], солоний (salty) [solonyi] are the first,
second, and third most frequently used in the male and female authors' texts, respectively. In
the male texts, кислий (sour) [kyslyi] ranks fourth, прісний (bland) [prisnyi] fifth, нудотний
(cloying) [nudotnyi] sixth, квасний (tangy) [kvasnyi] seventh, and приторний (sugary)
[prytornyi] eighth, respectively. In the female authors' texts, the adjectives кислий (sour)
[kyslyi] and прісний (bland) [prisnyi] take the fourth position, квасний (tangy) [kvasnyi] is
ranked fifth, нудотний (cloying) [nudotnyi] and приторний (sugary) [prytornyi] are in the
sixth position. The words солодкий (sweet) [solodkyi] and квасний (tangy) [kvasnyi] show
statistically significant differences in the frequency of use in the male and female texts,
indicating a significant correlation with gender.</p>
      <p>For the taste adjectives солодкий (sweet) [solodkyi], солоний (salty) [solonyi], гіркий
(bitter) [hirkyi], кислий (sour) [kyslyi], нудотний (cloying) [nudotnyi], квасний (tangy)
[kvasnyi], приторний (sugary) [prytornyi] in the texts of each of the studied writers, the
quantitative characteristics of occurence are presented and a structural grouping is made taking
into account the frequency of use of the adjective солодкий (sweet) [solodkyi] in the texts of
the studied authors. Thus, in the texts under study, the typical frequency of taste adjectives is
within the following ranges: 41.79 – 150.46 – солодкий (sweet) [solodkyi]; 33.43 – 80.795 –
гіркий (bitter) [hirkyi]; 2.79 – 27.36 – солоний (salty) [solonyi]; 0 – 10.83 – кислий (sour)
[kyslyi]; 0 – 5.415 – квасний (tangy) [kvasnyi]; 0 – 16.246 – прісний (bland) [prisnyi]; 0 – 2.09
– нудотний (cloying) [nudotnyi]; 0 – 1.805 – приторний (sugary) [prytornyi].</p>
      <p>For the purposes of authorship attribution and creation of a statistical profile of the idiolect,
the frequency of use of verbalisers of the СМАК (TASTE) [SMAK] concept in the texts of a
particular writer was identified. Thus, V. Lys, 593.43 and M. Matios, 588.38 most often use taste
adjectives; V. Shevchuk, 86.37 holds the last position in terms of frequency of use among the
male authors, and O. Zabuzhko, with 108.29, is rated last among the female writers. The
frequency ratio of taste attributes in the texts of different authors can be considered as a marker
of the idiolect, but the averaged data taken from the male and female authors' corpora cannot
be used as a gender marker.</p>
      <p>The compatibility of adjectives denoting taste reflects their semantics, which, in turn, shows
the peculiarities of the СМАК (TASTE) [SMAK] concept verbalisation. The thematic grouping
of the collocates of attributive collocations demonstrates the dominant groups of typical
collocates of taste attributes, which is shown by the example of the verbaliser солодкий (sweet)
[solodkyi]. In the female authors' texts, the adjective солодкий (sweet) [solodkyi] is most often
an attribute of proper names, action and state, food and drinks; in the male texts, it is an attribute
of action and state, food and drinks, emotions and feelings.</p>
      <p>One of the markers of the writers' idiolect is the specificity of the use of names of taste,
in particular in direct and figurative senses. To identify collocations with the studied
components, the article proposes a methodology for automated corpus data analysis based on
semantic corpus annotation. The analysis of the obtained data shows that the frequency of
collocations with the adjective солодкий (sweet) [solodkyi], used in the direct sense, is 75.22 in
the male authors' texts and 90.24 in the female authors' texts. The frequency of such collocations
used in a figurative sense is 351.04 for MS and 646.14 for FS. Phrases with the word солодкий
(sweet) [solodkyi] in the literal sense are used to describe food and drinks, substances. Typical
meanings of attributive models with the word солодкий (sweet) [solodkyi] used in a figurative,
including metaphorical, sense are ‘pleasant’, ‘calm’, ‘happy’.</p>
      <p>Among the authors studied, the highest frequency of the солодкий (sweet) [solodkyi]
attribute was observed in the texts of V. Lys and M. Matios. For instance, they use the attribute
солодкий (sweet) [solodkyi] to describe emotions, feelings, physiological states that bring joy,
pleasure or calmness. In V. Lys's texts, we can trace the use of coarse forms to express a positive
admiring attitude, which are individually authorial collocations (солодкий бицюра (sweet
goon) [solodkyi bytsiura], солодка сучка (sweet bitch) [solodka suchka]).</p>
      <p>The developed methodology of automated corpus data analysis for identifying metaphorical
collocations with the СМАК (TASTE) [SMAK] concept enables automated/automatic
authorship attribution based on statistical data, in particular, determination of the author's
gender and identification of the markers of the idiolect of the studied authors. For this kind of
corpus research, semantic annotation of the corpus is important. After the GRAC semantic
annotation is completed, it is planned to conduct a study based on a larger list of taste names.
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