Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287555553> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W4287555553 abstract "We present the Quantized Transformer (QT), an unsupervised system for extractive opinion summarization. QT is inspired by Vector-Quantized Variational Autoencoders, which we repurpose for popularity-driven summarization. It uses a clustering interpretation of the quantized space and a novel extraction algorithm to discover popular opinions among hundreds of reviews, a significant step towards opinion summarization of practical scope. In addition, QT enables controllable summarization without further training, by utilizing properties of the quantized space to extract aspect-specific summaries. We also make publicly available SPACE, a large-scale evaluation benchmark for opinion summarizers, comprising general and aspect-specific summaries for 50 hotels. Experiments demonstrate the promise of our approach, which is validated by human studies where judges showed clear preference for our method over competitive baselines." @default.
- W4287555553 created "2022-07-25" @default.
- W4287555553 creator A5009993083 @default.
- W4287555553 creator A5019319795 @default.
- W4287555553 creator A5041024491 @default.
- W4287555553 creator A5072690374 @default.
- W4287555553 creator A5082396860 @default.
- W4287555553 date "2020-12-08" @default.
- W4287555553 modified "2023-09-24" @default.
- W4287555553 title "Extractive Opinion Summarization in Quantized Transformer Spaces" @default.
- W4287555553 doi "https://doi.org/10.48550/arxiv.2012.04443" @default.
- W4287555553 hasPublicationYear "2020" @default.
- W4287555553 type Work @default.
- W4287555553 citedByCount "0" @default.
- W4287555553 crossrefType "posted-content" @default.
- W4287555553 hasAuthorship W4287555553A5009993083 @default.
- W4287555553 hasAuthorship W4287555553A5019319795 @default.
- W4287555553 hasAuthorship W4287555553A5041024491 @default.
- W4287555553 hasAuthorship W4287555553A5072690374 @default.
- W4287555553 hasAuthorship W4287555553A5082396860 @default.
- W4287555553 hasBestOaLocation W42875555531 @default.
- W4287555553 hasConcept C119599485 @default.
- W4287555553 hasConcept C127413603 @default.
- W4287555553 hasConcept C154945302 @default.
- W4287555553 hasConcept C15744967 @default.
- W4287555553 hasConcept C165801399 @default.
- W4287555553 hasConcept C170858558 @default.
- W4287555553 hasConcept C204321447 @default.
- W4287555553 hasConcept C2780586970 @default.
- W4287555553 hasConcept C41008148 @default.
- W4287555553 hasConcept C66322947 @default.
- W4287555553 hasConcept C73555534 @default.
- W4287555553 hasConcept C77805123 @default.
- W4287555553 hasConceptScore W4287555553C119599485 @default.
- W4287555553 hasConceptScore W4287555553C127413603 @default.
- W4287555553 hasConceptScore W4287555553C154945302 @default.
- W4287555553 hasConceptScore W4287555553C15744967 @default.
- W4287555553 hasConceptScore W4287555553C165801399 @default.
- W4287555553 hasConceptScore W4287555553C170858558 @default.
- W4287555553 hasConceptScore W4287555553C204321447 @default.
- W4287555553 hasConceptScore W4287555553C2780586970 @default.
- W4287555553 hasConceptScore W4287555553C41008148 @default.
- W4287555553 hasConceptScore W4287555553C66322947 @default.
- W4287555553 hasConceptScore W4287555553C73555534 @default.
- W4287555553 hasConceptScore W4287555553C77805123 @default.
- W4287555553 hasLocation W42875555531 @default.
- W4287555553 hasOpenAccess W4287555553 @default.
- W4287555553 hasPrimaryLocation W42875555531 @default.
- W4287555553 hasRelatedWork W1542211565 @default.
- W4287555553 hasRelatedWork W2293457016 @default.
- W4287555553 hasRelatedWork W2747680751 @default.
- W4287555553 hasRelatedWork W2803871820 @default.
- W4287555553 hasRelatedWork W2886126575 @default.
- W4287555553 hasRelatedWork W2939290240 @default.
- W4287555553 hasRelatedWork W3091386527 @default.
- W4287555553 hasRelatedWork W3128216712 @default.
- W4287555553 hasRelatedWork W3162036308 @default.
- W4287555553 hasRelatedWork W4221140906 @default.
- W4287555553 isParatext "false" @default.
- W4287555553 isRetracted "false" @default.
- W4287555553 workType "article" @default.