<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1405-5546</journal-id>
<journal-title><![CDATA[Computación y Sistemas]]></journal-title>
<abbrev-journal-title><![CDATA[Comp. y Sist.]]></abbrev-journal-title>
<issn>1405-5546</issn>
<publisher>
<publisher-name><![CDATA[Instituto Politécnico Nacional, Centro de Investigación en Computación]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1405-55462024000401727</article-id>
<article-id pub-id-type="doi">10.13053/cys-28-4-4695</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Métricas de similitud para la desambiguación automática del sentido de los verbos sobre un corpus basado en WordNet]]></article-title>
<article-title xml:lang="en"><![CDATA[Similarity Metrics for Automatic Verb Sense Disambiguation Using a Corpus based on WordNet]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Núñez-Prado]]></surname>
<given-names><![CDATA[César Jesús]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sidorov]]></surname>
<given-names><![CDATA[Grigori]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Gelbukh]]></surname>
<given-names><![CDATA[Irina]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Chanona-Hernández]]></surname>
<given-names><![CDATA[Liliana]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Instituto Politécnico Nacional Centro de Investigación en Computación ]]></institution>
<addr-line><![CDATA[Ciudad de México ]]></addr-line>
<country>Mexico</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2024</year>
</pub-date>
<volume>28</volume>
<numero>4</numero>
<fpage>1727</fpage>
<lpage>1740</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462024000401727&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462024000401727&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462024000401727&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen: Esta investigación explora la desambiguación del sentido de los verbos polisémicos en las definiciones de un diccionario digital (WordNet) a través de dos métricas de similitud: Similitud Coseno y el Algoritmo de Lesk Simplificado Modificado. Estos métodos fueron aplicados con el objetivo de identificar los tres sentidos de mayor correspondencia para cada verbo, facilitando así la selección del sentido más adecuado según el contexto en el que aparece. La desambiguación de sentido en verbos es una tarea fundamental en el campo del Procesamiento del Lenguaje Natural (PLN), con amplias aplicaciones que incluyen traducción automática, recuperación de información y análisis semántico, y ha sido evaluada en competiciones como SensEval y SemEval. En esta investigación, WordNet fue empleado para construir un conjunto de datos que incluye verbos con múltiples definiciones, representando un escenario común y desafiante en la desambiguación léxica. Para validar los resultados, se utilizó una evaluación manual por expertos, permitiendo establecer una referencia confiable sobre el sentido correcto de cada verbo. Los resultados de precisión fueron del 82,78 % para el método de Similitud Coseno y del 73,12 % para el Algoritmo de Lesk Simplificado Modificado, evidenciando la eficacia relativa de cada método y proporcionando un punto de partida para mejorar modelos de desambiguación en tareas avanzadas de PLN.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract: This research explores the sense disambiguation of polysemous verbs in the definitions of a digital dictionary (WordNet) through two similarity metrics: Cosine Similarity and the Modified Simplified Lesk Algorithm. These methods were applied with the aim of identifying the three senses of greatest correspondence for each verb, thus facilitating the selection of the most appropriate sense according to the context in which it appears. Verb sense disambiguation is a fundamental task in the field of Natural Language Processing (NLP), with broad applications including automatic translation, information retrieval and semantic analysis, and it has been evaluated in competitions such as SensEval and SemEval. In this research, WordNet was employed to build a dataset that includes verbs with multiple definitions, representing a common and challenging scenario in lexical disambiguation. To validate the results, a manual evaluation by experts was used, allowing to establish a reliable reference on the correct meaning of each verb. Accuracy results were 82.78% for the Cosine Similarity method and 73.12% for the Modified Simplified Lesk Algorithm, evidencing the relative effectiveness of each method and providing a starting point for improving disambiguation models in advanced PLN tasks.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Procesamiento del lenguaje natural]]></kwd>
<kwd lng="es"><![CDATA[desambiguación del sentido de los verbos]]></kwd>
<kwd lng="es"><![CDATA[similitud coseno]]></kwd>
<kwd lng="es"><![CDATA[algoritmo de Lesk simplificado modificado]]></kwd>
<kwd lng="es"><![CDATA[WordNet]]></kwd>
<kwd lng="en"><![CDATA[Natural language processing]]></kwd>
<kwd lng="en"><![CDATA[verb sense disambiguation]]></kwd>
<kwd lng="en"><![CDATA[cosine similarity]]></kwd>
<kwd lng="en"><![CDATA[modified simplified Lesk algorithm]]></kwd>
<kwd lng="en"><![CDATA[WordNet]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Banerjee]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Pedersen]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<source><![CDATA[An adapted lesk algorithm for word sense disambiguation using wordnet]]></source>
<year>2005</year>
<conf-name><![CDATA[ 5th Conference on Natural Language Processing (NLP)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>241-6</page-range></nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bird]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Klein]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Loper]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<source><![CDATA[Natural language processing with Python: Analyzing text with the natural language toolkit]]></source>
<year>2009</year>
<publisher-name><![CDATA[O&#8217;Reilly Media]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Buitinck]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Louppe]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Blondel]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Pedregosa]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Mueller]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Grisel]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Niculae]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Prettenhofer]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Gramfort]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Grobler]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Layton]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[VanderPlas]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Joly]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Holt]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Varoquaux]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[API design for machine learning software: experiences from the scikit-learn project]]></article-title>
<source><![CDATA[ECML PKDD Workshop: Languages for Data Mining and Machine Learning]]></source>
<year>2013</year>
<page-range>108-22</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chomsky]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
</person-group>
<source><![CDATA[Aspects of the theory of syntax]]></source>
<year>1965</year>
<publisher-loc><![CDATA[Cambridge, MA ]]></publisher-loc>
<publisher-name><![CDATA[The MIT Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Damerau]]></surname>
<given-names><![CDATA[F. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A technique for computer detection and correction of spelling errors]]></article-title>
<source><![CDATA[Communications of the ACM]]></source>
<year>1964</year>
<volume>7</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>171-6</page-range></nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Devlin]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Chang]]></surname>
<given-names><![CDATA[M.-W.]]></given-names>
</name>
<name>
<surname><![CDATA[Lee]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Toutanova]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
</person-group>
<source><![CDATA[BERT: Pre-training of deep bidirectional transformers for language understanding]]></source>
<year>2019</year>
<conf-name><![CDATA[ Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies]]></conf-name>
<conf-date>2019</conf-date>
<conf-loc>Minneapolis, MN </conf-loc>
<page-range>4171-86</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="">
<collab>Encyclopaedia Britannica</collab>
<source><![CDATA[Natural language]]></source>
<year>2023</year>
</nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="book">
<collab>Euclid</collab>
<source><![CDATA[The elements]]></source>
<year>1883</year>
<publisher-name><![CDATA[Cambridge University Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fellbaum]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[WordNet: An Electronic Lexical Database]]></source>
<year>1998</year>
<publisher-loc><![CDATA[MA ]]></publisher-loc>
<publisher-name><![CDATA[MIT Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hamming]]></surname>
<given-names><![CDATA[R. W.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Error detecting and error correcting codes]]></article-title>
<source><![CDATA[The Bell System Technical Journal]]></source>
<year>1950</year>
<volume>29</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>147-60</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hinton]]></surname>
<given-names><![CDATA[G. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Osindero]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Teh]]></surname>
<given-names><![CDATA[Y. W.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A fast learning algorithm for deep belief nets]]></article-title>
<source><![CDATA[Neural Computation]]></source>
<year>2006</year>
<volume>18</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>1527-54</page-range></nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jaccard]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Étude comparative de la distribution florale dans une portion des alpes et des jura]]></article-title>
<source><![CDATA[Bulletin de la Société Vaudoise des Sciences Naturelles]]></source>
<year>1901</year>
<volume>37</volume>
<page-range>547-79</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jurafsky]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Martin]]></surname>
<given-names><![CDATA[J. H.]]></given-names>
</name>
</person-group>
<source><![CDATA[Speech and language processing]]></source>
<year>2000</year>
<publisher-loc><![CDATA[Upper Saddle River, NJ ]]></publisher-loc>
<publisher-name><![CDATA[Prentice Hall]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lesk]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Automatic sense disambiguation using machine readable dictionaries: How to tell a pine cone from an ice cream cone]]></source>
<year>1986</year>
<conf-name><![CDATA[ 5th Annual International Conference on Systems Documentation]]></conf-name>
<conf-loc> </conf-loc>
<page-range>24-6</page-range></nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Levenshtein]]></surname>
<given-names><![CDATA[V. I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Binary codes capable of correcting deletions, insertions, and reversals]]></article-title>
<source><![CDATA[Soviet Physics Doklady]]></source>
<year>1966</year>
<volume>10</volume>
<page-range>707-10</page-range></nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Linden]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Smith]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[York]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Amazon.com recommendations: Item-to-item collaborative filtering]]></article-title>
<source><![CDATA[IEEE Internet Computing]]></source>
<year>2003</year>
<volume>7</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>76-80</page-range></nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Litkowski]]></surname>
<given-names><![CDATA[K. C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Senseval-3 task word-sense disambiguation of wordnet glosses]]></source>
<year>2004</year>
<conf-name><![CDATA[ SENSEVAL-3, the Third International Workshop on the Evaluation of Systems for the Semantic Analysis of Text]]></conf-name>
<conf-loc> </conf-loc>
<page-range>13-6</page-range></nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Litkowski]]></surname>
<given-names><![CDATA[K. C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Semeval-2007 task 06: Word-sense disambiguation of prepositions]]></source>
<year>2007</year>
<conf-name><![CDATA[ Fourth International Workshop on Semantic Evaluations (SemEval]]></conf-name>
<conf-date>2007</conf-date>
<conf-loc> </conf-loc>
</nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Manning]]></surname>
<given-names><![CDATA[C. D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Emerging trends and future directions in natural language processing]]></article-title>
<source><![CDATA[Computational Linguistics]]></source>
<year>2020</year>
<volume>46</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>701-7</page-range></nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mikolov]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Corrado]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Dean]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Efficient estimation of word representations in vector space]]></source>
<year>2013</year>
<conf-name><![CDATA[ International Conference on Learning Representations (ICLR)]]></conf-name>
<conf-loc> </conf-loc>
</nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mikolov]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Sutskever]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Corrado]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Dean]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Distributed representations of words and phrases and their compositionality]]></source>
<year>2013</year>
<conf-name><![CDATA[ 26th International Conference on Neural Information Processing Systems (NIPS)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>3111-9</page-range></nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Miller]]></surname>
<given-names><![CDATA[G. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Wordnet: A lexical database for English]]></article-title>
<source><![CDATA[Communications of the ACM]]></source>
<year>1995</year>
<volume>38</volume>
<numero>11</numero>
<issue>11</issue>
<page-range>39-41</page-range></nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Navigli]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Word sense disambiguation: A survey]]></article-title>
<source><![CDATA[ACM Computing Surveys]]></source>
<year>2009</year>
<volume>41</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>1-69</page-range></nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pedregosa]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Varoquaux]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Gramfort]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Michel]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Thirion]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Grisel]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Blondel]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Prettenhofer]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Weiss]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Dubourg]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Vanderplas]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Passos]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Cournapeau]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Brucher]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Perrot]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Duchesnay]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Scikit-learn: Machine learning in Python]]></article-title>
<source><![CDATA[Journal of Machine Learning Research]]></source>
<year>2011</year>
<volume>12</volume>
<page-range>2825-30</page-range></nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pinker]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[The language instinct]]></source>
<year>1994</year>
<publisher-loc><![CDATA[New York, NY ]]></publisher-loc>
<publisher-name><![CDATA[William Morrow and Company]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Qi]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Bolton]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Manning]]></surname>
<given-names><![CDATA[C. D.]]></given-names>
</name>
</person-group>
<source><![CDATA[Stanza: A Python natural language processing toolkit for many human languages]]></source>
<year>2020</year>
<conf-name><![CDATA[ 58th Annual Meeting of the Association for Computational Linguistics: System Demonstrations]]></conf-name>
<conf-loc> </conf-loc>
</nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Raganato]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Delli Bovi]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Navigli]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<source><![CDATA[Neural sequence learning models for word sense disambiguation]]></source>
<year>2017</year>
<conf-name><![CDATA[ 2017 Conference on Empirical Methods in Natural Language Processing (EMNLP)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1156-67</page-range></nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shannon]]></surname>
<given-names><![CDATA[C. E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A mathematical theory of communication]]></article-title>
<source><![CDATA[Bell System Technical Journal]]></source>
<year>1948</year>
<volume>27</volume>
<page-range>379-423</page-range></nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sidorov]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<source><![CDATA[Construcción no lineal de n-gramas en la lingüística computacional]]></source>
<year>2013</year>
<publisher-name><![CDATA[Sociedad Mexicana de Inteligencia Artificial]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Weaver]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
</person-group>
<source><![CDATA[Translation]]></source>
<year>1955</year>
<publisher-name><![CDATA[Institute for Advanced Study]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wilks]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<source><![CDATA[Grammar, meaning and the machine analysis of language]]></source>
<year>1972</year>
<publisher-loc><![CDATA[London ]]></publisher-loc>
<publisher-name><![CDATA[Routledge and Kegan Paul]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhao]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A survey of content-based recommendation systems]]></article-title>
<source><![CDATA[Journal of Computer Science and Technology]]></source>
<year>2016</year>
<volume>31</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>719-46</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
