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News Timeline Generation: Accounting for Structural Aspects and Temporal Nature of News Stream
The number of news articles that are published daily is larger than any person can afford to study. Correct summarization of the information allows for an easy search for the event of interest. This research was designed to address the issue of constructing annotations of news story. Standard multi-...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2018
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7120637/ http://dx.doi.org/10.1007/978-3-319-96553-6_19 |
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author | Tikhomirov, Mikhail Dobrov, Boris |
author_facet | Tikhomirov, Mikhail Dobrov, Boris |
author_sort | Tikhomirov, Mikhail |
collection | PubMed |
description | The number of news articles that are published daily is larger than any person can afford to study. Correct summarization of the information allows for an easy search for the event of interest. This research was designed to address the issue of constructing annotations of news story. Standard multi-document summarization approaches are not able to extract all information relevant to the event. This is due to the fact that such approaches do not take into account the variability of the event context in time. We have implemented a system that automatically builds timeline summary. We investigated impact of three factors: query extension, accounting for temporal nature and structure of news article in form of inverted pyramid. The annotations that we generate are composed of sentences sorted in chronological order, which together contain the main details of the news story. The paper shows that taking into account the described factors positively affects the quality of the annotations created. |
format | Online Article Text |
id | pubmed-7120637 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
record_format | MEDLINE/PubMed |
spelling | pubmed-71206372020-04-06 News Timeline Generation: Accounting for Structural Aspects and Temporal Nature of News Stream Tikhomirov, Mikhail Dobrov, Boris Data Analytics and Management in Data Intensive Domains Article The number of news articles that are published daily is larger than any person can afford to study. Correct summarization of the information allows for an easy search for the event of interest. This research was designed to address the issue of constructing annotations of news story. Standard multi-document summarization approaches are not able to extract all information relevant to the event. This is due to the fact that such approaches do not take into account the variability of the event context in time. We have implemented a system that automatically builds timeline summary. We investigated impact of three factors: query extension, accounting for temporal nature and structure of news article in form of inverted pyramid. The annotations that we generate are composed of sentences sorted in chronological order, which together contain the main details of the news story. The paper shows that taking into account the described factors positively affects the quality of the annotations created. 2018-06-22 /pmc/articles/PMC7120637/ http://dx.doi.org/10.1007/978-3-319-96553-6_19 Text en © Springer International Publishing AG, part of Springer Nature 2018 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Tikhomirov, Mikhail Dobrov, Boris News Timeline Generation: Accounting for Structural Aspects and Temporal Nature of News Stream |
title | News Timeline Generation: Accounting for Structural Aspects and Temporal Nature of News Stream |
title_full | News Timeline Generation: Accounting for Structural Aspects and Temporal Nature of News Stream |
title_fullStr | News Timeline Generation: Accounting for Structural Aspects and Temporal Nature of News Stream |
title_full_unstemmed | News Timeline Generation: Accounting for Structural Aspects and Temporal Nature of News Stream |
title_short | News Timeline Generation: Accounting for Structural Aspects and Temporal Nature of News Stream |
title_sort | news timeline generation: accounting for structural aspects and temporal nature of news stream |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7120637/ http://dx.doi.org/10.1007/978-3-319-96553-6_19 |
work_keys_str_mv | AT tikhomirovmikhail newstimelinegenerationaccountingforstructuralaspectsandtemporalnatureofnewsstream AT dobrovboris newstimelinegenerationaccountingforstructuralaspectsandtemporalnatureofnewsstream |