<?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>0102-4698</journal-id>
<journal-title><![CDATA[Educação em Revista]]></journal-title>
<abbrev-journal-title><![CDATA[Educ. rev.]]></abbrev-journal-title>
<issn>0102-4698</issn>
<publisher>
<publisher-name><![CDATA[Faculdade de Educação da Universidade Federal de Minas Gerais]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0102-46982024000100209</article-id>
<article-id pub-id-type="doi">10.1590/0102-469839773</article-id>
<title-group>
<article-title xml:lang="pt"><![CDATA[APLICAÇÃO DE TÉCNICAS DE INTELIGÊNCIA ARTIFICIAL PARA CLASSIFICAÇÃO DE FUGA AO TEMA EM REDAÇÕES]]></article-title>
<article-title xml:lang="es"><![CDATA[APLICACIÓN DE TÉCNICAS DE INTELIGENCIA ARTIFICIAL PARA CLASIFICACIÓN DE ESCAPE DE LA SUJECIÓN EN ENSAYOS]]></article-title>
<article-title xml:lang="en"><![CDATA[APPLICATION OF ARTIFICIAL INTELLIGENCE TECHNIQUES FOR CLASSIFICATION OF ESCAPE FROM THE TOPIC IN ESSAYS]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[PINHO]]></surname>
<given-names><![CDATA[CINTIA MARIA DE ARAÚJO]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[GASPAR]]></surname>
<given-names><![CDATA[MARCOS ANTONIO]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[SASSI]]></surname>
<given-names><![CDATA[RENATO JOSÉ]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Centro Estadual de Educação Tecnológica Paula Souza  ]]></institution>
<addr-line><![CDATA[São Paulo SP]]></addr-line>
<country>Brasil</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidade Nove de Julho  ]]></institution>
<addr-line><![CDATA[São Paulo SP]]></addr-line>
<country>Brasil</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>00</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>00</month>
<year>2024</year>
</pub-date>
<volume>40</volume>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://educa.fcc.org.br/scielo.php?script=sci_arttext&amp;pid=S0102-46982024000100209&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://educa.fcc.org.br/scielo.php?script=sci_abstract&amp;pid=S0102-46982024000100209&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://educa.fcc.org.br/scielo.php?script=sci_pdf&amp;pid=S0102-46982024000100209&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="pt"><p><![CDATA[RESUMO: O processo de correção manual de redações acarreta algumas dificuldades, dentre as quais se apontam o tempo dispendido para a correção e a devolutiva de resposta ao aluno. Para instituições como escolas de ensino básico e fundamental, universidades e o Exame Nacional do Ensino Médio (Enem), tal atividade demanda tempo e custo para a avaliação dos textos produzidos. A fuga ao tema é um dos itens avaliados na redação do Enem que pode anular a redação produzida pelo candidato. Neste contexto, a análise automática de redações com a aplicação de técnicas e métodos de Processamento de Linguagem Natural, Mineração de Textos e outras técnicas de Inteligência Artificial tem-se revelado promissora no processo de avaliação automatizada da linguagem escrita. O objetivo desta pesquisa é comparar diferentes técnicas de Inteligência Artificial para classificação de fuga ao tema em textos e identificar aquela com melhor resultado para viabilizar um sistema de correção inteligente de redações. Para tanto, foram executados experimentos computacionais em 1.320 redações elaboradas em língua portuguesa visando a classificação desses textos para normalizar, identificar padrões e categorizar as redações em 119 temas diferentes. Os resultados indicam que o classificador Rede Neural Convolucional obteve maior ganho em relação aos demais classificadores analisados, tanto em acurácia quanto em relação aos resultados de falsos positivos, métricas de precisão, Recall e F1-Score. Como conclusão, a solução validada nesta pesquisa contribui para impactar positivamente o trabalho de professores e instituições de ensino, por meio da redução de tempo e custos associados ao processo de avaliação de redações.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[RESUMEN: El proceso de corrección manual de ensayos presenta dificultades como el tiempo dedicado a la corrección y devolución al alumno. Para las escuelas, las universidades y el Examen Nacional de Enseñanza Secundaria en Brasil (Enem), tal actividad demanda tiempo y costo para la evaluación de los textos producidos. La evasión del tema es uno de los elementos evaluados en la redacción del Enem que puede anular el ensayo. El análisis automático de ensayos con la aplicación de técnicas y métodos de Procesamiento del Lenguaje Natural, Minería de Texto y otras técnicas de Inteligencia Artificial se ha mostrado prometedor en el proceso de evaluación automatizada del lenguaje escrito. El objetivo de esta investigación es comparar diferentes técnicas de Inteligencia Artificial para la clasificación de evasión del tema en textos e identificar aquella con mejor resultado para habilitar un sistema inteligente de corrección de ensayos. Por lo tanto, se llevaron a cabo experimentos computacionales para clasificar estos textos con el fin de normalizar, identificar patrones y clasificar los ensayos en 1.320 ensayos en lengua portuguesa en 119 temas diferentes. Los resultados indican que el clasificador Red Neuronal Convolucional obtuvo mayor gano con relación a los demás clasificadores analizados, tanto en precisión como en relación con los resultados de falsos positivos, métricas de precisión, Recall e F1-Score. La solución validada en esta investigación contribuye a impactar positivamente el trabajo de los docentes y las instituciones educativas, al reducir el tiempo y los costos asociados al proceso de evaluación de ensayos.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[ABSTRACT: The process of manual correction of essays causes some difficulties, among which we point out the time spent for correction and feedback to the student. For institutions such as elementary schools, universities, and the National High School Exam in Brazil (Enem), such activity demands time and cost for the evaluation of the texts produced. Going off-topic is one of the items evaluated in the Enem essay that can nullify the whole essay produced by the candidate. In this context, the automatic analysis of essays with the application of techniques and methods of Natural Language Processing, Text Mining, and other Artificial Intelligence techniques has shown to be promising in the process of automated evaluation of written language. The goal of this research is to compare different AI techniques for the classification of going off-topic in texts and identify the one with the best result to enable a smart correction system for essays. Therefore, computer experiments were carried out to classify these texts to normalize, identify patterns, and classify the essays in 1,320 Brazilian Portuguese essays on 119 different topics. The results indicate that the Convolutional Neural Network classifier obtained greater gain concerning the other classifiers analyzed, both in accuracy and about the results of false positives, the precision of metrics, Recall, and F1-Score. In conclusion, the solution validated in this research contributes to positively impacting the work of teachers and educational institutions, by reducing the time and costs associated with the essay evaluation process.]]></p></abstract>
<kwd-group>
<kwd lng="pt"><![CDATA[redações]]></kwd>
<kwd lng="pt"><![CDATA[avaliação automática de redações]]></kwd>
<kwd lng="pt"><![CDATA[fuga ao tema]]></kwd>
<kwd lng="pt"><![CDATA[inteligência artificial]]></kwd>
<kwd lng="es"><![CDATA[ensayos]]></kwd>
<kwd lng="es"><![CDATA[evaluación automática de ensayos]]></kwd>
<kwd lng="es"><![CDATA[escape de tema]]></kwd>
<kwd lng="es"><![CDATA[inteligencia artificial]]></kwd>
<kwd lng="en"><![CDATA[essays]]></kwd>
<kwd lng="en"><![CDATA[automatic essay evaluation]]></kwd>
<kwd lng="en"><![CDATA[escape from the topic]]></kwd>
<kwd lng="en"><![CDATA[artificial intelligence]]></kwd>
</kwd-group>
</article-meta>
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