Generating summaries tailored to target characteristics Article Swipe
Kushal Chawla
,
Hrituraj Singh
,
Arijit Pramanik
,
Mithlesh Kumar
,
B. Srinivasan
·
YOU?
·
· 2019
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.1912.08492
YOU?
·
· 2019
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.1912.08492
Recently, research efforts have gained pace to cater to varied user preferences while generating text summaries. While there have been attempts to incorporate a few handpicked characteristics such as length or entities, a holistic view around these preferences is missing and crucial insights on why certain characteristics should be incorporated in a specific manner are absent. With this objective, we provide a categorization around these characteristics relevant to the task of text summarization: one, focusing on what content needs to be generated and second, focusing on the stylistic aspects of the output summaries. We use our insights to provide guidelines on appropriate methods to incorporate various classes characteristics in sequence-to-sequence summarization framework. Our experiments with incorporating topics, readability and simplicity indicate the viability of the proposed prescriptions
Related Topics
Concepts
Metadata
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/1912.08492
- https://arxiv.org/pdf/1912.08492
- OA Status
- green
- References
- 38
- Related Works
- 20
- OpenAlex ID
- https://openalex.org/W2995968327
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W2995968327Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.48550/arxiv.1912.08492Digital Object Identifier
- Title
-
Generating summaries tailored to target characteristicsWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2019Year of publication
- Publication date
-
2019-12-18Full publication date if available
- Authors
-
Kushal Chawla, Hrituraj Singh, Arijit Pramanik, Mithlesh Kumar, B. SrinivasanList of authors in order
- Landing page
-
https://arxiv.org/abs/1912.08492Publisher landing page
- PDF URL
-
https://arxiv.org/pdf/1912.08492Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://arxiv.org/pdf/1912.08492Direct OA link when available
- Concepts
-
Automatic summarization, Readability, Computer science, Pace, Task (project management), Categorization, Information retrieval, Sequence (biology), Simplicity, Data science, Artificial intelligence, Geography, Economics, Genetics, Geodesy, Management, Programming language, Epistemology, Biology, PhilosophyTop concepts (fields/topics) attached by OpenAlex
- Cited by
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0Total citation count in OpenAlex
- References (count)
-
38Number of works referenced by this work
- Related works (count)
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20Other works algorithmically related by OpenAlex
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| abstract_inverted_index.have | 3, 18 |
| abstract_inverted_index.one, | 73 |
| abstract_inverted_index.pace | 5 |
| abstract_inverted_index.such | 27 |
| abstract_inverted_index.task | 69 |
| abstract_inverted_index.text | 14, 71 |
| abstract_inverted_index.this | 57 |
| abstract_inverted_index.user | 10 |
| abstract_inverted_index.view | 34 |
| abstract_inverted_index.what | 76 |
| abstract_inverted_index.with | 114 |
| abstract_inverted_index.While | 16 |
| abstract_inverted_index.cater | 7 |
| abstract_inverted_index.needs | 78 |
| abstract_inverted_index.there | 17 |
| abstract_inverted_index.these | 36, 64 |
| abstract_inverted_index.while | 12 |
| abstract_inverted_index.around | 35, 63 |
| abstract_inverted_index.gained | 4 |
| abstract_inverted_index.length | 29 |
| abstract_inverted_index.manner | 53 |
| abstract_inverted_index.output | 91 |
| abstract_inverted_index.should | 47 |
| abstract_inverted_index.varied | 9 |
| abstract_inverted_index.absent. | 55 |
| abstract_inverted_index.aspects | 88 |
| abstract_inverted_index.certain | 45 |
| abstract_inverted_index.classes | 106 |
| abstract_inverted_index.content | 77 |
| abstract_inverted_index.crucial | 41 |
| abstract_inverted_index.efforts | 2 |
| abstract_inverted_index.methods | 102 |
| abstract_inverted_index.missing | 39 |
| abstract_inverted_index.provide | 60, 98 |
| abstract_inverted_index.second, | 83 |
| abstract_inverted_index.topics, | 116 |
| abstract_inverted_index.various | 105 |
| abstract_inverted_index.attempts | 20 |
| abstract_inverted_index.focusing | 74, 84 |
| abstract_inverted_index.holistic | 33 |
| abstract_inverted_index.indicate | 120 |
| abstract_inverted_index.insights | 42, 96 |
| abstract_inverted_index.proposed | 125 |
| abstract_inverted_index.relevant | 66 |
| abstract_inverted_index.research | 1 |
| abstract_inverted_index.specific | 52 |
| abstract_inverted_index.Recently, | 0 |
| abstract_inverted_index.entities, | 31 |
| abstract_inverted_index.generated | 81 |
| abstract_inverted_index.stylistic | 87 |
| abstract_inverted_index.viability | 122 |
| abstract_inverted_index.framework. | 111 |
| abstract_inverted_index.generating | 13 |
| abstract_inverted_index.guidelines | 99 |
| abstract_inverted_index.handpicked | 25 |
| abstract_inverted_index.objective, | 58 |
| abstract_inverted_index.simplicity | 119 |
| abstract_inverted_index.summaries. | 15, 92 |
| abstract_inverted_index.appropriate | 101 |
| abstract_inverted_index.experiments | 113 |
| abstract_inverted_index.incorporate | 22, 104 |
| abstract_inverted_index.preferences | 11, 37 |
| abstract_inverted_index.readability | 117 |
| abstract_inverted_index.incorporated | 49 |
| abstract_inverted_index.incorporating | 115 |
| abstract_inverted_index.prescriptions | 126 |
| abstract_inverted_index.summarization | 110 |
| abstract_inverted_index.categorization | 62 |
| abstract_inverted_index.summarization: | 72 |
| abstract_inverted_index.characteristics | 26, 46, 65, 107 |
| abstract_inverted_index.sequence-to-sequence | 109 |
| cited_by_percentile_year | |
| countries_distinct_count | 0 |
| institutions_distinct_count | 5 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/4 |
| sustainable_development_goals[0].score | 0.800000011920929 |
| sustainable_development_goals[0].display_name | Quality Education |
| citation_normalized_percentile |