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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Linguistic and orthographical classic Portuguese variants</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Helena Freire Cameron</string-name>
          <email>helenac@ipportalegre.pt</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Maria Filomena Gonçalves</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Paulo Quaresma</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Instituto Politécnico de Portalegre - Escola Superior de Tecnologia e Gestão</institution>
          ,
          <addr-line>Campus Politécnico, 10, 7300-555 Portalegre</addr-line>
          ,
          <country country="PT">Portugal</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Universidade de Évora, ECS/Department of Computer Science, Laboratory of Informatics</institution>
          ,
          <addr-line>Systems and Parallelism, R. Romão Ramalho, 59, 7000 Évora</addr-line>
          ,
          <country country="PT">Portugal</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Universidade de Évora, ECS/Department of Linguistic and Literatures, CIDEHUS-UÉ/FCT, Largo dos Colegiais</institution>
          ,
          <addr-line>7002-554 Évora</addr-line>
          ,
          <country country="PT">Portugal</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>In recent times, it was made a great investment in transfer from physical ancient Portuguese texts to digital support. This support transfer allows not only the access to the texts, bringing them to the public in general, but also the possibility of texts to be readable and processed by machines. NLP tools are addressed, mainly, to contemporary Portuguese and the application of NLP to classic texts has several difficulties. The elaboration of big lexical corpora of forms previous to modern Portuguese is an opportunity for multidisciplinary field of studies allowing the enlargement of linguistic studies and also the possibility of obtaining, by NLP, validated corpora, collections and ontologies, that can be input in NLP tools for ancient Portuguese texts. In this work we will present, briefly, the problem of lexical variation of forms in processing classic Portuguese texts, the challenges that emerge from them and future perspectives of work.</p>
      </abstract>
      <kwd-group>
        <kwd>classic Portuguese texts</kwd>
        <kwd>NLP</kwd>
        <kwd>linguistic variation</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>The aim of this paper is to demonstrate the problem of lexical variation in classic
period of Portuguese in Natural Language Processing (NLP) of ancient Portuguese
texts. Therefore, the main purpose of this work is to present a preliminary essay of a
major work in systematization of lexical variants, orthographical, typographical,
historical or semantic, and proposal of equivalence/grouping of forms. The typology of
lexical variation will enable a more accurate processing of these texts, as there are no
known NLP tools able to process any classic Portuguese texts fully automatically.
2</p>
      <p>Some challenges to NLP in classic Portuguese texts</p>
      <p>Lately, it has been done a great effort to transfer textual documents booked in
Patrimonial Libraries to a digital support, bringing them from restricted access
bookshelves and provide them to public in general. With this investment and the progress
in Natural Language studies, the access to the “inside” of these texts is a very
interesting field of study for Digital Humanities.</p>
      <p>
        Digital Humanities (DH) is an area of confluence of Computer Sciences and
Language Sciences
        <xref ref-type="bibr" rid="ref23">( Schreibman, Siemens, &amp; Unsworth, 2004)</xref>
        . Nowadays, DH
constitute a growing and challenging field of knowledge concerning antique books
(Gonçalves &amp; Banza, 2013). Also, automatic reading of texts has been developed by
computational tools for Natural Language Processing for the Portuguese
        <xref ref-type="bibr" rid="ref21">(Quaresma,
2013)</xref>
        , allowing automatic access to the text. However, the application of these tools
to ancient texts brings new challenges to automatic text reading or text processing
        <xref ref-type="bibr" rid="ref12">(Finatto, Quaresma, &amp; Gonçalves, 2018)</xref>
        . Automatic character recognition, in most of
known tools for the Portuguese, is still not properly supported by updated lexicon that
is contemporary to the forms pretended to be recognized in texts. On the other hand,
the lexical forms in ancient texts have specific characteristics that must be annotated
so, when automatic NLP procedures occur, they can be properly analysed and
processed.
      </p>
      <p>
        Some tools, the VARD2 and the TICCL, have been adapted and used to
Portuguese in ancient texts, ported to the Portuguese, discussed by
        <xref ref-type="bibr" rid="ref22">(Reynaert, at allii,
2012)</xref>
        .
      </p>
      <p>
        Recently, the CARDS-FLY project
        <xref ref-type="bibr" rid="ref20">(Marquilhas &amp; Hendrickx, 2014)</xref>
        has collected
and transcribed historical Portuguese personal letters from the 16th to the 19th century
in a digital support, constituting a corpus of 2000 letters, the CARD corpus, and, in
sequence, enlarged with the FLY corpus of 20th century personal papers. All the texts
have been transcribed by hand and the project already presents results of automatic
spelling normalization in this corpus.
      </p>
      <p>
        The classic linguistic period of Portuguese is very rich in variation. It has
remarkable lexical renovation, with the entry of many new terms in Portuguese language
        <xref ref-type="bibr" rid="ref27">(Verdelho, 1987)</xref>
        . Also, classic lexical Portuguese forms have great variation, in
linguistic level, coexisting archaic and renovated forms
        <xref ref-type="bibr" rid="ref26">(Teyssier, 1997)</xref>
        and, in
graphical level, with many orthographical and typographical variants
        <xref ref-type="bibr" rid="ref13">(Gonçalves M. F.,
2003)</xref>
        . In the classic period of Portuguese, some linguistic phenomena stabilize, and
some lexical forms are close to contemporary forms; others still maintain archaic
forms, coexisting with renovated forms, sometimes, even in a same text document.
      </p>
      <p>Concerning Portuguese orthography of classic period, as there was not still a
standardization, the variation is very expressive, for example, in nasal diphthongs, in
the vocalic or consonantal use of &lt;j&gt; and &lt;v&gt;, in pseudo-etymological spelling or in
the use of double consonants, sometimes in a very “creative” registration of
Portuguese language.</p>
      <p>Also, the printing press process at that time produced a great variety of different
spelling, as printers, limited by the availability of typography types or the lack of
linguistic criteria, use freely allographs, increasing the variation of Portuguese forms.</p>
      <p>The description and registration of the lexical variants of this period of the
Portuguese language is fundamental for tasks of pre-processing and post-processing of
texts in this period.
3</p>
      <p>An example of lexical variation in classic Portuguese in
dictionaries (classic period)</p>
      <p>The lexical variation in a text is noticed by a human reader but, in an automatic
processing, the variants are treated as autonomous forms when, in fact, they are
related, linked by the history of language. The example of the forms giolho, geolho,
joelho, and juelho, all used during the classic period of Portuguese, present, clearly, a
good example of this linguistic variation. The search of each of these forms in Corpus
Lexicográfico do Português produces interesting results, showing the lexicographical
and textual registration of forms across time.</p>
      <p>The form giolho is used by Jerónimo Cardoso (1569-70), Bento Pereira (1697),
Bluteau (1712-1728) and Madureira Feijó (1734) and others.</p>
      <p>However, geolho is only registered by Bento Pereira, in the Latin-Portuguese
dictionary Prosodia (1697). The lexical form joelho is not registered in this Corpus by
Jerónimo Cardoso and, in Bento Pereira, it is only register in Prosodia. This form is
register in all the subsequent dictionaries:</p>
    </sec>
    <sec id="sec-2">
      <title>Jerónimo Cardoso</title>
    </sec>
    <sec id="sec-3">
      <title>Bento Pereira</title>
      <p>Dictionarium
Tesouro
Prosodia
giolho
geolho
joelho
5
--1
-1
-5
23</p>
    </sec>
    <sec id="sec-4">
      <title>Bluteau</title>
      <p>Vocabulario
2
-120</p>
    </sec>
    <sec id="sec-5">
      <title>Fonseca</title>
      <p>Parvum lexicon
--15</p>
      <p>Bluteau (1712- 1728) and Folqman (1755) dictionaries also register the form
juelho and they are the only ones in this Corpus that register this variation. The forms
giolho, geolho and juelho are no longer active in contemporary language and they
don’t have actual lexicographical registration.
4</p>
      <p>Linguistic variation in historical online corpora</p>
      <p>The search in historical corpora is made with queries for each word separately. In
Corpus do Português the forms giolho and joelho are bothe registered. The variants
geolho and juelho, registered in dictionaries, are not mentioned in this corpus.</p>
      <p>Concerning the corpus Tesouro do léxico Patrimonial Galego e Português,
although it is not an historical corpus for the Portuguese, gives information about
dialectal variants. The query for one of the forms gives back also all the equivalent forms
and their location. The variants giolho, joelhe, joelho are found in this corpus.
5</p>
      <p>Some considerations and future perspectives</p>
      <p>The NLP of lexical variants in Classic Portuguese must assume, in pre-processing
and/or post-processing of texts, among other steps, an exhaustive lexical description
of variants made from dictionaries and a verification of other possible variants by use
included in texts of the classic Portuguese. The registration of lexical forms in
dictionaries is much more enlarged than the occurrences available in texts in actual
online corpora. Probably, this is due to the fact that some corpora choose
representative texts, and, in consequence, they may not have enough volume of different lexical
forms. The probability of existence of a particular word in a corpus may depend much
more of the amount and variety of texts that constitute the corpus than the probable
existence of that lexical variant, itself. For that, only the combination of these two
steps can contribute for a validation of lexical forms from the use in texts.</p>
      <p>Before the great variance of Portuguese classic forms, the need of having historical
vocabularies made with strong linguistic criteria is essential so vocabularies and
ontologies that will be used in NLP of ancient texts may respond to the demands of
processing and parsing.</p>
      <p>Also, facing this range of variation of historic forms during time, when lexical
variants appear in some texts in certain dates but are no longer used in other texts from
posterior dates, the automatic recognition of variant lexical forms in a text may also
validate the authenticity and probable date of documents.</p>
      <p>We pretend to collect a lexical classic Portuguese corpus, from texts of that period,
obtained automatically or semi automatically, using Optical Character Recognition
(OCR). It will be processed and annotated, and it will allow a validated study of
lexical variants in context, not only orthographical. This corpus will also help to a better
optimization in character capture, supported by the results obtained.</p>
      <p>
        To enlarge our lexicon in pre-processing tasks, we collected a list of 46 000 words
from the linguistic corpus of the Latin-Portuguese-Latin dictionary Prosodia, from its
7th edition of 1697, one of the largest corpora from bilingual dictionaries in classic
Portuguese. We transcribed the complete text to a Word document ans, in format .txt,
we processed it with AntConc© tool, using conventional information to separate Latin
from Portuguese. This corpus, that was not lemmatized, is representative of Classic
Portuguese
        <xref ref-type="bibr" rid="ref5">(Cameron, 2012)</xref>
        and it will support, in first stage, the automatic capture
of texts with OCR.
      </p>
      <p>Although the application of NLP to classic Portuguese texts may need an initial
effort in order to have validated vocabularies and ontologies, in future, this investment
may provide very interesting results allowing automatic access to the inside of texts
and all that may result of that.</p>
    </sec>
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