SurveySum: A Dataset for Summarizing Multiple Scientific Articles into a
  Survey Section
Document summarization is a task to shorten texts into concise and
informative summaries. This paper introduces a novel dataset designed for
summarizing multiple scientific articles into a section of a survey. Our
contributions are: (1) SurveySum, a new dataset addressing the gap in
domain-specific summarization tools; (2) two specific pipelines to summarize
scientific articles into a section of a survey; and (3) the evaluation of these
pipelines using multiple metrics to compare their performance. Our results
highlight the importance of high-quality retrieval stages and the impact of
different configurations on the quality of generated summaries.
66d58485150d732d6667b038
Leandro Carísio Fernandes
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2024-09-02T13:34:14.060Z
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Leandro Carísio Fernandes
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carisio
66d58485150d732d6667b039
Gustavo Bartz Guedes
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2024-09-02T09:37:18.544Z
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Gustavo Bartz Guedes
user
gubartz
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Thiago Soares Laitz
admin_assigned
2024-09-02T09:37:28.013Z
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Thiago Laitz
user
thiagolaitz
66d58485150d732d6667b03b
Thales Sales Almeida
66d58485150d732d6667b03c
Rodrigo Nogueira
66d58485150d732d6667b03d
Roberto Lotufo
claimed_verified
2024-09-03T07:48:35.532Z
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Roberto A Lotufo
user
robertoalotufo
66d58485150d732d6667b03e
Jayr Pereira
SurveySum: A Dataset for Summarizing Multiple Scientific Articles into a
  Survey Section
Document summarization is a task to shorten texts into concise and
informative summaries. This paper introduces a novel dataset designed for
summarizing multiple scientific articles into a section of a survey. Our
contributions are: (1) SurveySum, a new dataset addressing the gap in
domain-specific summarization tools; (2) two specific pipelines to summarize
scientific articles into a section of a survey; and (3) the evaluation of these
pipelines using multiple metrics to compare their performance. Our results
highlight the importance of high-quality retrieval stages and the impact of
different configurations on the quality of generated summaries.
A new dataset and two pipelines for summarizing scientific articles into survey sections are introduced and evaluated, emphasizing the impact of retrieval quality and configuration.
document summarization domain-specific summarization dataset pipeline evaluation retrieval stages generated summaries