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Modeling and Evaluating Summaries Using Complex Networks

  • Conference paper
Computational Processing of the Portuguese Language (PROPOR 2006)

Abstract

This paper presents a summary evaluation method based on a complex network measure. We show how to model summaries as complex networks and establish a possible correlation between summary quality and the measure known as dynamics of the network growth. It is a generic and language independent method that enables easy and fast comparative evaluation of summaries. We evaluate our approach using manually produced summaries and automatic summaries produced by three automatic text summarizers for the Brazilian Portuguese language. The results are in agreement with human intuition and showed to be statistically significant.

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Pardo, T.A.S., Antiqueira, L., Nunes, M.d.G.V., Oliveira, O.N., da Fontoura Costa, L. (2006). Modeling and Evaluating Summaries Using Complex Networks. In: Vieira, R., Quaresma, P., Nunes, M.d.G.V., Mamede, N.J., Oliveira, C., Dias, M.C. (eds) Computational Processing of the Portuguese Language. PROPOR 2006. Lecture Notes in Computer Science(), vol 3960. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11751984_1

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  • DOI: https://doi.org/10.1007/11751984_1

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-34045-4

  • Online ISBN: 978-3-540-34046-1

  • eBook Packages: Computer ScienceComputer Science (R0)

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