Matches in SemOpenAlex for { <https://semopenalex.org/work/W4283728557> ?p ?o ?g. }
Showing items 1 to 80 of
80
with 100 items per page.
- W4283728557 abstract "Test-time augmentation -- the aggregation of predictions across transformed examples of test inputs -- is an established technique to improve the performance of image classification models. Importantly, TTA can be used to improve model performance post-hoc, without additional training. Although test-time augmentation (TTA) can be applied to any data modality, it has seen limited adoption in NLP due in part to the difficulty of identifying label-preserving transformations. In this paper, we present augmentation policies that yield significant accuracy improvements with language models. A key finding is that augmentation policy design -- for instance, the number of samples generated from a single, non-deterministic augmentation -- has a considerable impact on the benefit of TTA. Experiments across a binary classification task and dataset show that test-time augmentation can deliver consistent improvements over current state-of-the-art approaches." @default.
- W4283728557 created "2022-07-01" @default.
- W4283728557 creator A5005452839 @default.
- W4283728557 creator A5007282049 @default.
- W4283728557 creator A5008047249 @default.
- W4283728557 creator A5009348332 @default.
- W4283728557 date "2022-06-27" @default.
- W4283728557 modified "2023-10-17" @default.
- W4283728557 title "Improved Text Classification via Test-Time Augmentation" @default.
- W4283728557 doi "https://doi.org/10.48550/arxiv.2206.13607" @default.
- W4283728557 hasPublicationYear "2022" @default.
- W4283728557 type Work @default.
- W4283728557 citedByCount "0" @default.
- W4283728557 crossrefType "posted-content" @default.
- W4283728557 hasAuthorship W4283728557A5005452839 @default.
- W4283728557 hasAuthorship W4283728557A5007282049 @default.
- W4283728557 hasAuthorship W4283728557A5008047249 @default.
- W4283728557 hasAuthorship W4283728557A5009348332 @default.
- W4283728557 hasBestOaLocation W42837285571 @default.
- W4283728557 hasConcept C119857082 @default.
- W4283728557 hasConcept C12267149 @default.
- W4283728557 hasConcept C127413603 @default.
- W4283728557 hasConcept C151730666 @default.
- W4283728557 hasConcept C154945302 @default.
- W4283728557 hasConcept C199343813 @default.
- W4283728557 hasConcept C201995342 @default.
- W4283728557 hasConcept C204321447 @default.
- W4283728557 hasConcept C26517878 @default.
- W4283728557 hasConcept C2777267654 @default.
- W4283728557 hasConcept C2780226545 @default.
- W4283728557 hasConcept C2780451532 @default.
- W4283728557 hasConcept C2992886853 @default.
- W4283728557 hasConcept C33923547 @default.
- W4283728557 hasConcept C38652104 @default.
- W4283728557 hasConcept C41008148 @default.
- W4283728557 hasConcept C48372109 @default.
- W4283728557 hasConcept C51632099 @default.
- W4283728557 hasConcept C66905080 @default.
- W4283728557 hasConcept C71924100 @default.
- W4283728557 hasConcept C86803240 @default.
- W4283728557 hasConcept C94375191 @default.
- W4283728557 hasConceptScore W4283728557C119857082 @default.
- W4283728557 hasConceptScore W4283728557C12267149 @default.
- W4283728557 hasConceptScore W4283728557C127413603 @default.
- W4283728557 hasConceptScore W4283728557C151730666 @default.
- W4283728557 hasConceptScore W4283728557C154945302 @default.
- W4283728557 hasConceptScore W4283728557C199343813 @default.
- W4283728557 hasConceptScore W4283728557C201995342 @default.
- W4283728557 hasConceptScore W4283728557C204321447 @default.
- W4283728557 hasConceptScore W4283728557C26517878 @default.
- W4283728557 hasConceptScore W4283728557C2777267654 @default.
- W4283728557 hasConceptScore W4283728557C2780226545 @default.
- W4283728557 hasConceptScore W4283728557C2780451532 @default.
- W4283728557 hasConceptScore W4283728557C2992886853 @default.
- W4283728557 hasConceptScore W4283728557C33923547 @default.
- W4283728557 hasConceptScore W4283728557C38652104 @default.
- W4283728557 hasConceptScore W4283728557C41008148 @default.
- W4283728557 hasConceptScore W4283728557C48372109 @default.
- W4283728557 hasConceptScore W4283728557C51632099 @default.
- W4283728557 hasConceptScore W4283728557C66905080 @default.
- W4283728557 hasConceptScore W4283728557C71924100 @default.
- W4283728557 hasConceptScore W4283728557C86803240 @default.
- W4283728557 hasConceptScore W4283728557C94375191 @default.
- W4283728557 hasLocation W42837285571 @default.
- W4283728557 hasLocation W42837285572 @default.
- W4283728557 hasOpenAccess W4283728557 @default.
- W4283728557 hasPrimaryLocation W42837285571 @default.
- W4283728557 hasRelatedWork W13451536 @default.
- W4283728557 hasRelatedWork W1523447316 @default.
- W4283728557 hasRelatedWork W2046798493 @default.
- W4283728557 hasRelatedWork W2364381299 @default.
- W4283728557 hasRelatedWork W2374013449 @default.
- W4283728557 hasRelatedWork W2385859805 @default.
- W4283728557 hasRelatedWork W2530972254 @default.
- W4283728557 hasRelatedWork W2964083560 @default.
- W4283728557 hasRelatedWork W3117807895 @default.
- W4283728557 hasRelatedWork W73545470 @default.
- W4283728557 isParatext "false" @default.
- W4283728557 isRetracted "false" @default.
- W4283728557 workType "article" @default.