Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287123054> ?p ?o ?g. }
Showing items 1 to 71 of
71
with 100 items per page.
- W4287123054 abstract "Semantic parsers map natural language utterances to meaning representations. The lack of a single standard for meaning representations led to the creation of a plethora of semantic parsing datasets. To unify different datasets and train a single model for them, we investigate the use of Multi-Task Learning (MTL) architectures. We experiment with five datasets (Geoquery, NLMaps, TOP, Overnight, AMR). We find that an MTL architecture that shares the entire network across datasets yields competitive or better parsing accuracies than the single-task baselines, while reducing the total number of parameters by 68%. We further provide evidence that MTL has also better compositional generalization than single-task models. We also present a comparison of task sampling methods and propose a competitive alternative to widespread proportional sampling strategies." @default.
- W4287123054 created "2022-07-25" @default.
- W4287123054 creator A5006797469 @default.
- W4287123054 creator A5021745136 @default.
- W4287123054 date "2021-06-08" @default.
- W4287123054 modified "2023-09-23" @default.
- W4287123054 title "One Semantic Parser to Parse Them All: Sequence to Sequence Multi-Task Learning on Semantic Parsing Datasets" @default.
- W4287123054 doi "https://doi.org/10.48550/arxiv.2106.04476" @default.
- W4287123054 hasPublicationYear "2021" @default.
- W4287123054 type Work @default.
- W4287123054 citedByCount "0" @default.
- W4287123054 crossrefType "posted-content" @default.
- W4287123054 hasAuthorship W4287123054A5006797469 @default.
- W4287123054 hasAuthorship W4287123054A5021745136 @default.
- W4287123054 hasBestOaLocation W42871230541 @default.
- W4287123054 hasConcept C106131492 @default.
- W4287123054 hasConcept C134306372 @default.
- W4287123054 hasConcept C140779682 @default.
- W4287123054 hasConcept C154945302 @default.
- W4287123054 hasConcept C15744967 @default.
- W4287123054 hasConcept C162324750 @default.
- W4287123054 hasConcept C177148314 @default.
- W4287123054 hasConcept C186644900 @default.
- W4287123054 hasConcept C187736073 @default.
- W4287123054 hasConcept C204321447 @default.
- W4287123054 hasConcept C2778112365 @default.
- W4287123054 hasConcept C2780451532 @default.
- W4287123054 hasConcept C2780876879 @default.
- W4287123054 hasConcept C31972630 @default.
- W4287123054 hasConcept C33923547 @default.
- W4287123054 hasConcept C35639132 @default.
- W4287123054 hasConcept C41008148 @default.
- W4287123054 hasConcept C542102704 @default.
- W4287123054 hasConcept C54355233 @default.
- W4287123054 hasConcept C86803240 @default.
- W4287123054 hasConceptScore W4287123054C106131492 @default.
- W4287123054 hasConceptScore W4287123054C134306372 @default.
- W4287123054 hasConceptScore W4287123054C140779682 @default.
- W4287123054 hasConceptScore W4287123054C154945302 @default.
- W4287123054 hasConceptScore W4287123054C15744967 @default.
- W4287123054 hasConceptScore W4287123054C162324750 @default.
- W4287123054 hasConceptScore W4287123054C177148314 @default.
- W4287123054 hasConceptScore W4287123054C186644900 @default.
- W4287123054 hasConceptScore W4287123054C187736073 @default.
- W4287123054 hasConceptScore W4287123054C204321447 @default.
- W4287123054 hasConceptScore W4287123054C2778112365 @default.
- W4287123054 hasConceptScore W4287123054C2780451532 @default.
- W4287123054 hasConceptScore W4287123054C2780876879 @default.
- W4287123054 hasConceptScore W4287123054C31972630 @default.
- W4287123054 hasConceptScore W4287123054C33923547 @default.
- W4287123054 hasConceptScore W4287123054C35639132 @default.
- W4287123054 hasConceptScore W4287123054C41008148 @default.
- W4287123054 hasConceptScore W4287123054C542102704 @default.
- W4287123054 hasConceptScore W4287123054C54355233 @default.
- W4287123054 hasConceptScore W4287123054C86803240 @default.
- W4287123054 hasLocation W42871230541 @default.
- W4287123054 hasOpenAccess W4287123054 @default.
- W4287123054 hasPrimaryLocation W42871230541 @default.
- W4287123054 hasRelatedWork W11531451 @default.
- W4287123054 hasRelatedWork W1506421373 @default.
- W4287123054 hasRelatedWork W1552159754 @default.
- W4287123054 hasRelatedWork W1575587935 @default.
- W4287123054 hasRelatedWork W1930331324 @default.
- W4287123054 hasRelatedWork W2502722637 @default.
- W4287123054 hasRelatedWork W2903680434 @default.
- W4287123054 hasRelatedWork W3107474891 @default.
- W4287123054 hasRelatedWork W3172965067 @default.
- W4287123054 hasRelatedWork W85349525 @default.
- W4287123054 isParatext "false" @default.
- W4287123054 isRetracted "false" @default.
- W4287123054 workType "article" @default.