Matches in SemOpenAlex for { <https://semopenalex.org/work/W3004990414> ?p ?o ?g. }
Showing items 1 to 82 of
82
with 100 items per page.
- W3004990414 abstract "Training abstractive summarization models typically requires large amounts of data, which can be a limitation for many domains. In this paper we explore using domain transfer and data synthesis to improve the performance of recent abstractive summarization methods when applied to small corpora of student reflections. First, we explored whether tuning state of the art model trained on newspaper data could boost performance on student reflection data. Evaluations demonstrated that summaries produced by the tuned model achieved higher ROUGE scores compared to model trained on just student reflection data or just newspaper data. The tuned model also achieved higher scores compared to extractive summarization baselines, and additionally was judged to produce more coherent and readable summaries in human evaluations. Second, we explored whether synthesizing summaries of student data could additionally boost performance. We proposed a template-based model to synthesize new data, which when incorporated into training further increased ROUGE scores. Finally, we showed that combining data synthesis with domain transfer achieved higher ROUGE scores compared to only using one of the two approaches." @default.
- W3004990414 created "2020-02-14" @default.
- W3004990414 creator A5048682514 @default.
- W3004990414 creator A5061002374 @default.
- W3004990414 date "2020-02-09" @default.
- W3004990414 modified "2023-09-27" @default.
- W3004990414 title "Abstractive Summarization for Low Resource Data using Domain Transfer and Data Synthesis" @default.
- W3004990414 cites W2170240176 @default.
- W3004990414 cites W2250873048 @default.
- W3004990414 cites W2341401723 @default.
- W3004990414 cites W2798542795 @default.
- W3004990414 cites W2889518897 @default.
- W3004990414 cites W2963341956 @default.
- W3004990414 cites W2982439297 @default.
- W3004990414 cites W3098341425 @default.
- W3004990414 cites W2963768805 @default.
- W3004990414 hasPublicationYear "2020" @default.
- W3004990414 type Work @default.
- W3004990414 sameAs 3004990414 @default.
- W3004990414 citedByCount "3" @default.
- W3004990414 countsByYear W30049904142020 @default.
- W3004990414 countsByYear W30049904142021 @default.
- W3004990414 crossrefType "posted-content" @default.
- W3004990414 hasAuthorship W3004990414A5048682514 @default.
- W3004990414 hasAuthorship W3004990414A5061002374 @default.
- W3004990414 hasConcept C112698675 @default.
- W3004990414 hasConcept C134306372 @default.
- W3004990414 hasConcept C144133560 @default.
- W3004990414 hasConcept C150899416 @default.
- W3004990414 hasConcept C154945302 @default.
- W3004990414 hasConcept C170858558 @default.
- W3004990414 hasConcept C199360897 @default.
- W3004990414 hasConcept C201280247 @default.
- W3004990414 hasConcept C204321447 @default.
- W3004990414 hasConcept C2776145971 @default.
- W3004990414 hasConcept C33923547 @default.
- W3004990414 hasConcept C36503486 @default.
- W3004990414 hasConcept C41008148 @default.
- W3004990414 hasConcept C51632099 @default.
- W3004990414 hasConcept C65682993 @default.
- W3004990414 hasConceptScore W3004990414C112698675 @default.
- W3004990414 hasConceptScore W3004990414C134306372 @default.
- W3004990414 hasConceptScore W3004990414C144133560 @default.
- W3004990414 hasConceptScore W3004990414C150899416 @default.
- W3004990414 hasConceptScore W3004990414C154945302 @default.
- W3004990414 hasConceptScore W3004990414C170858558 @default.
- W3004990414 hasConceptScore W3004990414C199360897 @default.
- W3004990414 hasConceptScore W3004990414C201280247 @default.
- W3004990414 hasConceptScore W3004990414C204321447 @default.
- W3004990414 hasConceptScore W3004990414C2776145971 @default.
- W3004990414 hasConceptScore W3004990414C33923547 @default.
- W3004990414 hasConceptScore W3004990414C36503486 @default.
- W3004990414 hasConceptScore W3004990414C41008148 @default.
- W3004990414 hasConceptScore W3004990414C51632099 @default.
- W3004990414 hasConceptScore W3004990414C65682993 @default.
- W3004990414 hasLocation W30049904141 @default.
- W3004990414 hasOpenAccess W3004990414 @default.
- W3004990414 hasPrimaryLocation W30049904141 @default.
- W3004990414 hasRelatedWork W109602045 @default.
- W3004990414 hasRelatedWork W1884372994 @default.
- W3004990414 hasRelatedWork W2033177967 @default.
- W3004990414 hasRelatedWork W2107858678 @default.
- W3004990414 hasRelatedWork W2112149460 @default.
- W3004990414 hasRelatedWork W2122311631 @default.
- W3004990414 hasRelatedWork W2122567461 @default.
- W3004990414 hasRelatedWork W2146824267 @default.
- W3004990414 hasRelatedWork W2494875469 @default.
- W3004990414 hasRelatedWork W2590035130 @default.
- W3004990414 hasRelatedWork W2612675303 @default.
- W3004990414 hasRelatedWork W2760848216 @default.
- W3004990414 hasRelatedWork W2770805702 @default.
- W3004990414 hasRelatedWork W2806202320 @default.
- W3004990414 hasRelatedWork W2889514524 @default.
- W3004990414 hasRelatedWork W2890914727 @default.
- W3004990414 hasRelatedWork W2970807214 @default.
- W3004990414 hasRelatedWork W2986549997 @default.
- W3004990414 hasRelatedWork W3116567773 @default.
- W3004990414 hasRelatedWork W344004623 @default.
- W3004990414 isParatext "false" @default.
- W3004990414 isRetracted "false" @default.
- W3004990414 magId "3004990414" @default.
- W3004990414 workType "article" @default.