AUSS: An arabic query-based update-summarization system
Update summarization is a relatively recent summarization task concerned with creating a short summary from news articles, assuming the user has already read a number of previous articles. It is useful for users who want to know the latest information about a specific topic. The availability of syst...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Elsevier
2022-06-01
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| Series: | Journal of King Saud University: Computer and Information Sciences |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S1319157820305565 |
| _version_ | 1811241596723658752 |
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| author | Muneera Alhoshan Najwa Altwaijry |
| author_facet | Muneera Alhoshan Najwa Altwaijry |
| author_sort | Muneera Alhoshan |
| collection | DOAJ |
| description | Update summarization is a relatively recent summarization task concerned with creating a short summary from news articles, assuming the user has already read a number of previous articles. It is useful for users who want to know the latest information about a specific topic. The availability of systems that provide update summaries saves user time and effort. Unfortunately, such resources are lacking for the Arabic language. This paper aims to provide an update summarization system that generates an update summary containing the latest information requested by a user from multiple documents. This paper provides an Arabic query-based Update-Summarization System (AUSS). We use a graph-based ranking model to represent the similarity, through a combination of lexical and semantic relations between words. Our experiments show that AUSS achieves promising results, achieving a best F-Measure of 0.5405. To test AUSS, we created a new corpus especially for Arabic Update Summaries, which we call (AUS-DB). AUS-DB contains 183 articles and their corresponding reference summaries. |
| first_indexed | 2024-04-12T13:38:34Z |
| format | Article |
| id | doaj.art-ab83369b9a3149e0933f53483c6cffd8 |
| institution | Directory Open Access Journal |
| issn | 1319-1578 |
| language | English |
| last_indexed | 2024-04-12T13:38:34Z |
| publishDate | 2022-06-01 |
| publisher | Elsevier |
| record_format | Article |
| series | Journal of King Saud University: Computer and Information Sciences |
| spelling | doaj.art-ab83369b9a3149e0933f53483c6cffd82022-12-22T03:30:55ZengElsevierJournal of King Saud University: Computer and Information Sciences1319-15782022-06-0134637323743AUSS: An arabic query-based update-summarization systemMuneera Alhoshan0Najwa Altwaijry1King Abdulaziz City for Science Technology Riyadh, Saudi Arabia; Corresponding author.Dept. of Computer Science, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi ArabiaUpdate summarization is a relatively recent summarization task concerned with creating a short summary from news articles, assuming the user has already read a number of previous articles. It is useful for users who want to know the latest information about a specific topic. The availability of systems that provide update summaries saves user time and effort. Unfortunately, such resources are lacking for the Arabic language. This paper aims to provide an update summarization system that generates an update summary containing the latest information requested by a user from multiple documents. This paper provides an Arabic query-based Update-Summarization System (AUSS). We use a graph-based ranking model to represent the similarity, through a combination of lexical and semantic relations between words. Our experiments show that AUSS achieves promising results, achieving a best F-Measure of 0.5405. To test AUSS, we created a new corpus especially for Arabic Update Summaries, which we call (AUS-DB). AUS-DB contains 183 articles and their corresponding reference summaries.http://www.sciencedirect.com/science/article/pii/S1319157820305565Automatic summarizationArabic update summarizationGraph-ranking modelArabic WordNet |
| spellingShingle | Muneera Alhoshan Najwa Altwaijry AUSS: An arabic query-based update-summarization system Journal of King Saud University: Computer and Information Sciences Automatic summarization Arabic update summarization Graph-ranking model Arabic WordNet |
| title | AUSS: An arabic query-based update-summarization system |
| title_full | AUSS: An arabic query-based update-summarization system |
| title_fullStr | AUSS: An arabic query-based update-summarization system |
| title_full_unstemmed | AUSS: An arabic query-based update-summarization system |
| title_short | AUSS: An arabic query-based update-summarization system |
| title_sort | auss an arabic query based update summarization system |
| topic | Automatic summarization Arabic update summarization Graph-ranking model Arabic WordNet |
| url | http://www.sciencedirect.com/science/article/pii/S1319157820305565 |
| work_keys_str_mv | AT muneeraalhoshan aussanarabicquerybasedupdatesummarizationsystem AT najwaaltwaijry aussanarabicquerybasedupdatesummarizationsystem |