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poster.sla
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<ITEXT FONT="Droid Sans Bold" FONTSIZE="28" FCOLOR="White" CH="Evaluación y resultados"/>
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<ITEXT FONTSIZE="20" CH="Para probar el funcionamiento del algoritmo se utilizó la base de datos de documentos de la conferencia DUC (Document Understanding Conference) del año 2002. "/>
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<ITEXT FONTSIZE="20" CH="Esta es la misma base de datos de prueba que la utilizada en la publicación que presentó el algoritmo de TextRank."/>
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<ITEXT FONTSIZE="20" CH="Se llevó a cabo la evaluación usando, además, las mismas configuraciones de pruebas que en DUC: la versión 1.5.5 del paquete de métricas ROUGE, calculando sólo las mediciones ROUGE-1, ROUGE-2 y ROUGE-SU4 en un intervalo de confianza del 95%. "/>
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<ITEXT FONTSIZE="20" CH="Se obtuvo un único puntaje promediando los tres valores."/>
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<ITEXT FONT="Liberation Sans Bold" FONTSIZE="25" CH="Subcadena común más larga"/>
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<ITEXT FONT="Liberation Sans Regular" FONTSIZE="20" CH="Devuelve la longitud de la subcadena"/>
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<ITEXT FONT="Liberation Sans Regular" FONTSIZE="20" CH="más larga presente en las dos"/>
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<ITEXT FONT="Liberation Sans Regular" FONTSIZE="20" CH="oraciones."/>
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<ITEXT FONT="Liberation Sans Bold" FONTSIZE="25" CH="Similitud coseno"/>
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<ITEXT FONT="Liberation Sans Regular" FONTSIZE="20" CH="el resultado como el coseno del ángulo"/>
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<ITEXT FONT="Liberation Sans Regular" FONTSIZE="20" CH="que comprenden."/>
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<ITEXT FONTSIZE="20" CH="Los mejores resultados se obtuvieron usando BM25 y BM25+. El incremento más alto arrojó una mejora total de 2,92% para BM25 y 2,60% para BM25+. "/>
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<ITEXT FONTSIZE="20" CH="Los tiempos de ejecución también se superaron. Se pudieron procesar los 567 documentos de DUC2002 utilizando un 84% del tiempo requerido por la versión original."/>
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<ITEXT FONT="Liberation Sans Regular" FONTSIZE="20" CH="Implementan variaciones de las famosas funciones de recuperación de"/>
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<ITEXT FONT="Liberation Sans Regular" FONTSIZE="20" CH="información. No permiten que haya"/>
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<ITEXT FONT="Liberation Sans Regular" FONTSIZE="20" CH="resultados que tomen valores"/>
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<ITEXT FONT="Liberation Sans Regular" FONTSIZE="20" CH="negativos."/>
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<ITEXT FONT="Liberation Sans Regular" FONTSIZE="20" CH="La función de similitud de la versión original del algoritmo de TextRank cuenta las palabras en común entre"/>
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<ITEXT FONT="Liberation Sans Regular" FONTSIZE="20" CH="cada par de oraciones. "/>
<ITEXT FONTSIZE="20" CH="Las modificaciones que proponemos reemplazan esta función:"/>
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<ITEXT FONTSIZE="23" CH="El resultado de los métodos de secuencias de máxima longitud y de la métrica de similitud coseno también fueron satisfactorios, presentando una mejora de 1,40% y 2,54% respectivamente por sobre TextRank."/>
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<ITEXT FONTSIZE="20" CH="El desarrollo fue hecho completamente en Python, en el marco de un proyecto de código libre. Se publicó como un módulo que se puede descargar desde los repositorios gratuitos y públicos de PyPI."/>
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<ITEXT FONTSIZE="20" CH="Las funcionalidades fueron integradas al proyecto Gensim de procesamiento de lenguaje natural y modelaje de tópicos. Nuestra contribución forma parte del entorno desde su versión 0.12.0."/>
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<ITEXT FONTSIZE="20" CH="En este trabajo se analizaron variantes al algoritmo de TextRank. A partir del mismo se propusieron e implementaron optimizaciones cuyos resultados fueron significativos: se obtuvo una mejoría del 2,92% por sobre el método original."/>
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<ITEXT FONTSIZE="20" CH="Este número es notable si se tiene en cuenta que TextRank por sí solo tiene un desempeño de 2,84% por sobre el estándar de comparación (baseline)."/>
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<ITEXT FONTSIZE="20" CH="En base a estos resultados proponemos la utilización de BM25 o BM25+ junto con TextRank como herramienta para la generación de resúmenes automáticos."/>
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<ITEXT FONTSIZE="20" CH="Los resultados obtenidos demuestran mejoras a la versión original del algoritmo con ganancias extra de tiempo de procesamiento."/>
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