FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3118245332> ?p ?o ?g. }

• W3118245332 endingPage "309" @default.
• W3118245332 startingPage "300" @default.
• W3118245332 abstract "Current approaches that generate text from linked data for complex real-world domains can face problems including rich and sparse vocabularies as well as learning from examples of long varied sequences. In this article, we propose a novel divide-and-conquer approach that automatically induces a hierarchy of “generation spaces” from a dataset of semantic concepts and texts. Generation spaces are based on a notion of similarity of partial knowledge graphs that represent the domain and feed into a hierarchy of sequence-to-sequence or memory-to-sequence learners for concept-to-text generation. An advantage of our approach is that learning models are exposed to the most relevant examples during training which can avoid bias towards majority samples. We evaluate our approach on two common benchmark datasets and compare our hierarchical approach against a flat learning setup. We also conduct a comparison between sequence-to-sequence and memory-to-sequence learning models. Experiments show that our hierarchical approach overcomes issues of data sparsity and learns robust lexico-syntactic patterns, consistently outperforming flat baselines and previous work by up to 30%. We also find that while memory-to-sequence models can outperform sequence-to-sequence models in some cases, the latter are generally more stable in their performance and represent a safer overall choice." @default.
• W3118245332 created "2021-01-18" @default.
• W3118245332 creator A5015800938 @default.
• W3118245332 creator A5036357777 @default.
• W3118245332 creator A5063894825 @default.
• W3118245332 date "2021-04-01" @default.
• W3118245332 modified "2023-09-30" @default.
• W3118245332 title "A divide-and-conquer approach to neural natural language generation from structured data" @default.
• W3118245332 cites W179875071 @default.
• W3118245332 cites W2131774270 @default.
• W3118245332 cites W2514852614 @default.
• W3118245332 cites W2516621648 @default.
• W3118245332 cites W2586756136 @default.
• W3118245332 cites W2589218480 @default.
• W3118245332 cites W2620461034 @default.
• W3118245332 cites W2739874095 @default.
• W3118245332 cites W2786660442 @default.
• W3118245332 cites W2798749466 @default.
• W3118245332 cites W2897164851 @default.
• W3118245332 cites W2962883855 @default.
• W3118245332 cites W2963091658 @default.
• W3118245332 cites W2963374482 @default.
• W3118245332 cites W2963617989 @default.
• W3118245332 cites W2963789888 @default.
• W3118245332 cites W2963910262 @default.
• W3118245332 cites W2964079512 @default.
• W3118245332 cites W2964116568 @default.
• W3118245332 cites W3091252686 @default.
• W3118245332 cites W3105830849 @default.
• W3118245332 doi "https://doi.org/10.1016/j.neucom.2020.12.083" @default.
• W3118245332 hasPublicationYear "2021" @default.
• W3118245332 type Work @default.
• W3118245332 sameAs 3118245332 @default.
• W3118245332 citedByCount "9" @default.
• W3118245332 countsByYear W31182453322021 @default.
• W3118245332 countsByYear W31182453322022 @default.
• W3118245332 countsByYear W31182453322023 @default.
• W3118245332 crossrefType "journal-article" @default.
• W3118245332 hasAuthorship W3118245332A5015800938 @default.
• W3118245332 hasAuthorship W3118245332A5036357777 @default.
• W3118245332 hasAuthorship W3118245332A5063894825 @default.
• W3118245332 hasBestOaLocation W31182453322 @default.
• W3118245332 hasConcept C11413529 @default.
• W3118245332 hasConcept C119857082 @default.
• W3118245332 hasConcept C13280743 @default.
• W3118245332 hasConcept C144024400 @default.
• W3118245332 hasConcept C154945302 @default.
• W3118245332 hasConcept C162324750 @default.
• W3118245332 hasConcept C185798385 @default.
• W3118245332 hasConcept C187736073 @default.
• W3118245332 hasConcept C204321447 @default.
• W3118245332 hasConcept C205649164 @default.
• W3118245332 hasConcept C2778112365 @default.
• W3118245332 hasConcept C2779304628 @default.
• W3118245332 hasConcept C2780451532 @default.
• W3118245332 hasConcept C31170391 @default.
• W3118245332 hasConcept C34447519 @default.
• W3118245332 hasConcept C35639132 @default.
• W3118245332 hasConcept C36289849 @default.
• W3118245332 hasConcept C40506919 @default.
• W3118245332 hasConcept C41008148 @default.
• W3118245332 hasConcept C54355233 @default.
• W3118245332 hasConcept C71559656 @default.
• W3118245332 hasConcept C86803240 @default.
• W3118245332 hasConceptScore W3118245332C11413529 @default.
• W3118245332 hasConceptScore W3118245332C119857082 @default.
• W3118245332 hasConceptScore W3118245332C13280743 @default.
• W3118245332 hasConceptScore W3118245332C144024400 @default.
• W3118245332 hasConceptScore W3118245332C154945302 @default.
• W3118245332 hasConceptScore W3118245332C162324750 @default.
• W3118245332 hasConceptScore W3118245332C185798385 @default.
• W3118245332 hasConceptScore W3118245332C187736073 @default.
• W3118245332 hasConceptScore W3118245332C204321447 @default.
• W3118245332 hasConceptScore W3118245332C205649164 @default.
• W3118245332 hasConceptScore W3118245332C2778112365 @default.
• W3118245332 hasConceptScore W3118245332C2779304628 @default.
• W3118245332 hasConceptScore W3118245332C2780451532 @default.
• W3118245332 hasConceptScore W3118245332C31170391 @default.
• W3118245332 hasConceptScore W3118245332C34447519 @default.
• W3118245332 hasConceptScore W3118245332C35639132 @default.
• W3118245332 hasConceptScore W3118245332C36289849 @default.
• W3118245332 hasConceptScore W3118245332C40506919 @default.
• W3118245332 hasConceptScore W3118245332C41008148 @default.
• W3118245332 hasConceptScore W3118245332C54355233 @default.
• W3118245332 hasConceptScore W3118245332C71559656 @default.
• W3118245332 hasConceptScore W3118245332C86803240 @default.
• W3118245332 hasLocation W31182453321 @default.
• W3118245332 hasLocation W31182453322 @default.
• W3118245332 hasLocation W31182453323 @default.
• W3118245332 hasLocation W31182453324 @default.
• W3118245332 hasOpenAccess W3118245332 @default.
• W3118245332 hasPrimaryLocation W31182453321 @default.
• W3118245332 hasRelatedWork W2271496879 @default.
• W3118245332 hasRelatedWork W2947903144 @default.
• W3118245332 hasRelatedWork W2949854508 @default.
• W3118245332 hasRelatedWork W2950601686 @default.
• W3118245332 hasRelatedWork W3204070334 @default.
• W3118245332 hasRelatedWork W4226172942 @default.

• next