FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386488909> ?p ?o ?g. }

• W4386488909 endingPage "1113" @default.
• W4386488909 startingPage "1097" @default.
• W4386488909 abstract "Abstract Label scarcity is a bottleneck for improving task performance in specialized domains. We propose a novel compositional transfer learning framework (DoT51) for zero-shot domain transfer. Without access to in-domain labels, DoT5 jointly learns domain knowledge (from masked language modelling of unlabelled in-domain free text) and task knowledge (from task training on more readily available general-domain data) in a multi-task manner. To improve the transferability of task training, we design a strategy named NLGU: We simultaneously train natural language generation (NLG) for in-domain label-to-data generation, which enables data augmentation for self-finetuning and natural language understanding (NLU) for label prediction. We evaluate DoT5 on the biomedical domain and the resource-lean subdomain of radiology, focusing on natural language inference, text summarization, and embedding learning. DoT5 demonstrates the effectiveness of compositional transfer learning through multi-task learning. In particular, DoT5 outperforms the current state-of-the-art in zero-shot transfer by over 7 absolute points in accuracy on RadNLI. We validate DoT5 with ablations and a case study demonstrating its ability to solve challenging NLI examples requiring in-domain expertise." @default.
• W4386488909 created "2023-09-07" @default.
• W4386488909 creator A5004486211 @default.
• W4386488909 creator A5010756260 @default.
• W4386488909 creator A5014017147 @default.
• W4386488909 creator A5019494985 @default.
• W4386488909 creator A5020430024 @default.
• W4386488909 creator A5023123863 @default.
• W4386488909 creator A5026154387 @default.
• W4386488909 creator A5038400548 @default.
• W4386488909 creator A5047855118 @default.
• W4386488909 creator A5050558499 @default.
• W4386488909 creator A5076797273 @default.
• W4386488909 creator A5081683131 @default.
• W4386488909 date "2023-01-01" @default.
• W4386488909 modified "2023-09-27" @default.
• W4386488909 title "Compositional Zero-Shot Domain Transfer with Text-to-Text Models" @default.
• W4386488909 cites W1840435438 @default.
• W4386488909 cites W2115403315 @default.
• W4386488909 cites W2152772232 @default.
• W4386488909 cites W2608787653 @default.
• W4386488909 cites W2888120268 @default.
• W4386488909 cites W2889272240 @default.
• W4386488909 cites W2891555348 @default.
• W4386488909 cites W2897507397 @default.
• W4386488909 cites W2911489562 @default.
• W4386488909 cites W2963846996 @default.
• W4386488909 cites W2963926728 @default.
• W4386488909 cites W2970771982 @default.
• W4386488909 cites W2971258845 @default.
• W4386488909 cites W2995225687 @default.
• W4386488909 cites W3034238904 @default.
• W4386488909 cites W3034850762 @default.
• W4386488909 cites W3035390927 @default.
• W4386488909 cites W3035635319 @default.
• W4386488909 cites W3046375318 @default.
• W4386488909 cites W3103694015 @default.
• W4386488909 cites W3114610051 @default.
• W4386488909 cites W3156836409 @default.
• W4386488909 cites W3166845084 @default.
• W4386488909 cites W3210277894 @default.
• W4386488909 cites W4200635123 @default.
• W4386488909 cites W4224330589 @default.
• W4386488909 cites W4282963749 @default.
• W4386488909 cites W4312533035 @default.
• W4386488909 cites W4312711992 @default.
• W4386488909 cites W4385573087 @default.
• W4386488909 doi "https://doi.org/10.1162/tacl_a_00585" @default.
• W4386488909 hasPublicationYear "2023" @default.
• W4386488909 type Work @default.
• W4386488909 citedByCount "0" @default.
• W4386488909 crossrefType "journal-article" @default.
• W4386488909 hasAuthorship W4386488909A5004486211 @default.
• W4386488909 hasAuthorship W4386488909A5010756260 @default.
• W4386488909 hasAuthorship W4386488909A5014017147 @default.
• W4386488909 hasAuthorship W4386488909A5019494985 @default.
• W4386488909 hasAuthorship W4386488909A5020430024 @default.
• W4386488909 hasAuthorship W4386488909A5023123863 @default.
• W4386488909 hasAuthorship W4386488909A5026154387 @default.
• W4386488909 hasAuthorship W4386488909A5038400548 @default.
• W4386488909 hasAuthorship W4386488909A5047855118 @default.
• W4386488909 hasAuthorship W4386488909A5050558499 @default.
• W4386488909 hasAuthorship W4386488909A5076797273 @default.
• W4386488909 hasAuthorship W4386488909A5081683131 @default.
• W4386488909 hasBestOaLocation W43864889091 @default.
• W4386488909 hasConcept C119857082 @default.
• W4386488909 hasConcept C134306372 @default.
• W4386488909 hasConcept C150899416 @default.
• W4386488909 hasConcept C154945302 @default.
• W4386488909 hasConcept C162324750 @default.
• W4386488909 hasConcept C170858558 @default.
• W4386488909 hasConcept C187736073 @default.
• W4386488909 hasConcept C195324797 @default.
• W4386488909 hasConcept C204321447 @default.
• W4386488909 hasConcept C2776214188 @default.
• W4386488909 hasConcept C2776960227 @default.
• W4386488909 hasConcept C2779439875 @default.
• W4386488909 hasConcept C2780451532 @default.
• W4386488909 hasConcept C33923547 @default.
• W4386488909 hasConcept C36503486 @default.
• W4386488909 hasConcept C41008148 @default.
• W4386488909 hasConcept C56739046 @default.
• W4386488909 hasConceptScore W4386488909C119857082 @default.
• W4386488909 hasConceptScore W4386488909C134306372 @default.
• W4386488909 hasConceptScore W4386488909C150899416 @default.
• W4386488909 hasConceptScore W4386488909C154945302 @default.
• W4386488909 hasConceptScore W4386488909C162324750 @default.
• W4386488909 hasConceptScore W4386488909C170858558 @default.
• W4386488909 hasConceptScore W4386488909C187736073 @default.
• W4386488909 hasConceptScore W4386488909C195324797 @default.
• W4386488909 hasConceptScore W4386488909C204321447 @default.
• W4386488909 hasConceptScore W4386488909C2776214188 @default.
• W4386488909 hasConceptScore W4386488909C2776960227 @default.
• W4386488909 hasConceptScore W4386488909C2779439875 @default.
• W4386488909 hasConceptScore W4386488909C2780451532 @default.
• W4386488909 hasConceptScore W4386488909C33923547 @default.
• W4386488909 hasConceptScore W4386488909C36503486 @default.
• W4386488909 hasConceptScore W4386488909C41008148 @default.

• next