Matches in SemOpenAlex for { <https://semopenalex.org/work/W3173759686> ?p ?o ?g. }
Showing items 1 to 57 of
57
with 100 items per page.
- W3173759686 endingPage "12497" @default.
- W3173759686 startingPage "12489" @default.
- W3173759686 abstract "The recent success of deep learning techniques for abstractive summarization is predicated on the availability of large-scale datasets. When summarizing reviews (e.g., for products or movies), such training data is neither available nor can be easily sourced, motivating the development of methods which rely on synthetic datasets for supervised training. We show that explicitly incorporating content planning in a summarization model not only yields output of higher quality, but also allows the creation of synthetic datasets which are more natural, resembling real world document-summary pairs. Our content plans take the form of aspect and sentiment distributions which we induce from data without access to expensive annotations. Synthetic datasets are created by sampling pseudo-reviews from a Dirichlet distribution parametrized by our content planner, while our model generates summaries based on input reviews and induced content plans. Experimental results on three domains show that our approach outperforms competitive models in generating informative, coherent, and fluent summaries that capture opinion consensus." @default.
- W3173759686 created "2021-07-05" @default.
- W3173759686 creator A5009993083 @default.
- W3173759686 creator A5019319795 @default.
- W3173759686 creator A5041024491 @default.
- W3173759686 date "2021-05-18" @default.
- W3173759686 modified "2023-09-26" @default.
- W3173759686 title "Unsupervised Opinion Summarization with Content Planning" @default.
- W3173759686 doi "https://doi.org/10.1609/aaai.v35i14.17481" @default.
- W3173759686 hasPublicationYear "2021" @default.
- W3173759686 type Work @default.
- W3173759686 sameAs 3173759686 @default.
- W3173759686 citedByCount "12" @default.
- W3173759686 countsByYear W31737596862021 @default.
- W3173759686 countsByYear W31737596862022 @default.
- W3173759686 countsByYear W31737596862023 @default.
- W3173759686 crossrefType "journal-article" @default.
- W3173759686 hasAuthorship W3173759686A5009993083 @default.
- W3173759686 hasAuthorship W3173759686A5019319795 @default.
- W3173759686 hasAuthorship W3173759686A5041024491 @default.
- W3173759686 hasBestOaLocation W31737596861 @default.
- W3173759686 hasConcept C124101348 @default.
- W3173759686 hasConcept C154945302 @default.
- W3173759686 hasConcept C170858558 @default.
- W3173759686 hasConcept C171686336 @default.
- W3173759686 hasConcept C23123220 @default.
- W3173759686 hasConcept C2776999362 @default.
- W3173759686 hasConcept C41008148 @default.
- W3173759686 hasConceptScore W3173759686C124101348 @default.
- W3173759686 hasConceptScore W3173759686C154945302 @default.
- W3173759686 hasConceptScore W3173759686C170858558 @default.
- W3173759686 hasConceptScore W3173759686C171686336 @default.
- W3173759686 hasConceptScore W3173759686C23123220 @default.
- W3173759686 hasConceptScore W3173759686C2776999362 @default.
- W3173759686 hasConceptScore W3173759686C41008148 @default.
- W3173759686 hasIssue "14" @default.
- W3173759686 hasLocation W31737596861 @default.
- W3173759686 hasLocation W31737596862 @default.
- W3173759686 hasOpenAccess W3173759686 @default.
- W3173759686 hasPrimaryLocation W31737596861 @default.
- W3173759686 hasRelatedWork W132250100 @default.
- W3173759686 hasRelatedWork W2093597205 @default.
- W3173759686 hasRelatedWork W2292447176 @default.
- W3173759686 hasRelatedWork W2389846579 @default.
- W3173759686 hasRelatedWork W2392495745 @default.
- W3173759686 hasRelatedWork W2535632226 @default.
- W3173759686 hasRelatedWork W2725657302 @default.
- W3173759686 hasRelatedWork W3173982102 @default.
- W3173759686 hasRelatedWork W4289781928 @default.
- W3173759686 hasRelatedWork W4320024195 @default.
- W3173759686 hasVolume "35" @default.
- W3173759686 isParatext "false" @default.
- W3173759686 isRetracted "false" @default.
- W3173759686 magId "3173759686" @default.
- W3173759686 workType "article" @default.