Matches in SemOpenAlex for { <https://semopenalex.org/work/W3201225328> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W3201225328 abstract "Automatic Speech Recognition (ASR) systems are often optimized to work best for speakers with canonical speech patterns. Unfortunately, these systems perform poorly when tested on atypical speech and heavily accented speech. It has previously been shown that personalization through model fine-tuning substantially improves performance. However, maintaining such large models per speaker is costly and difficult to scale. We show that by adding a relatively small number of extra parameters to the encoder layers via so-called residual adapter, we can achieve similar adaptation gains compared to model fine-tuning, while only updating a tiny fraction (less than 0.5%) of the model parameters. We demonstrate this on two speech adaptation tasks (atypical and accented speech) and for two state-of-the-art ASR architectures." @default.
- W3201225328 created "2021-09-27" @default.
- W3201225328 creator A5002347902 @default.
- W3201225328 creator A5028681799 @default.
- W3201225328 creator A5055592425 @default.
- W3201225328 creator A5066313021 @default.
- W3201225328 creator A5071278042 @default.
- W3201225328 date "2021-01-01" @default.
- W3201225328 modified "2023-09-27" @default.
- W3201225328 title "Residual Adapters for Parameter-Efficient ASR Adaptation to Atypical and Accented Speech" @default.
- W3201225328 cites W2079623482 @default.
- W3201225328 cites W2095660652 @default.
- W3201225328 cites W2143612262 @default.
- W3201225328 cites W2239847623 @default.
- W3201225328 cites W2567571499 @default.
- W3201225328 cites W2889488531 @default.
- W3201225328 cites W2907121074 @default.
- W3201225328 cites W2911544293 @default.
- W3201225328 cites W2936774411 @default.
- W3201225328 cites W2962760690 @default.
- W3201225328 cites W2963211188 @default.
- W3201225328 cites W2963341956 @default.
- W3201225328 cites W2964303773 @default.
- W3201225328 cites W2970925270 @default.
- W3201225328 cites W2971840980 @default.
- W3201225328 cites W2972725946 @default.
- W3201225328 cites W2972815379 @default.
- W3201225328 cites W2972970915 @default.
- W3201225328 cites W2980708516 @default.
- W3201225328 cites W3008181812 @default.
- W3201225328 cites W3015194534 @default.
- W3201225328 cites W3016010032 @default.
- W3201225328 cites W3163300396 @default.
- W3201225328 cites W606767380 @default.
- W3201225328 doi "https://doi.org/10.18653/v1/2021.emnlp-main.541" @default.
- W3201225328 hasPublicationYear "2021" @default.
- W3201225328 type Work @default.
- W3201225328 sameAs 3201225328 @default.
- W3201225328 citedByCount "5" @default.
- W3201225328 countsByYear W32012253282023 @default.
- W3201225328 crossrefType "proceedings-article" @default.
- W3201225328 hasAuthorship W3201225328A5002347902 @default.
- W3201225328 hasAuthorship W3201225328A5028681799 @default.
- W3201225328 hasAuthorship W3201225328A5055592425 @default.
- W3201225328 hasAuthorship W3201225328A5066313021 @default.
- W3201225328 hasAuthorship W3201225328A5071278042 @default.
- W3201225328 hasBestOaLocation W32012253281 @default.
- W3201225328 hasConcept C111919701 @default.
- W3201225328 hasConcept C11413529 @default.
- W3201225328 hasConcept C118505674 @default.
- W3201225328 hasConcept C120665830 @default.
- W3201225328 hasConcept C121332964 @default.
- W3201225328 hasConcept C139807058 @default.
- W3201225328 hasConcept C155512373 @default.
- W3201225328 hasConcept C155635449 @default.
- W3201225328 hasConcept C177284502 @default.
- W3201225328 hasConcept C28490314 @default.
- W3201225328 hasConcept C41008148 @default.
- W3201225328 hasConcept C61328038 @default.
- W3201225328 hasConcept C9390403 @default.
- W3201225328 hasConceptScore W3201225328C111919701 @default.
- W3201225328 hasConceptScore W3201225328C11413529 @default.
- W3201225328 hasConceptScore W3201225328C118505674 @default.
- W3201225328 hasConceptScore W3201225328C120665830 @default.
- W3201225328 hasConceptScore W3201225328C121332964 @default.
- W3201225328 hasConceptScore W3201225328C139807058 @default.
- W3201225328 hasConceptScore W3201225328C155512373 @default.
- W3201225328 hasConceptScore W3201225328C155635449 @default.
- W3201225328 hasConceptScore W3201225328C177284502 @default.
- W3201225328 hasConceptScore W3201225328C28490314 @default.
- W3201225328 hasConceptScore W3201225328C41008148 @default.
- W3201225328 hasConceptScore W3201225328C61328038 @default.
- W3201225328 hasConceptScore W3201225328C9390403 @default.
- W3201225328 hasLocation W32012253281 @default.
- W3201225328 hasLocation W32012253282 @default.
- W3201225328 hasOpenAccess W3201225328 @default.
- W3201225328 hasPrimaryLocation W32012253281 @default.
- W3201225328 hasRelatedWork W1489795889 @default.
- W3201225328 hasRelatedWork W1535088811 @default.
- W3201225328 hasRelatedWork W1925506410 @default.
- W3201225328 hasRelatedWork W2055900849 @default.
- W3201225328 hasRelatedWork W2148579858 @default.
- W3201225328 hasRelatedWork W2349258661 @default.
- W3201225328 hasRelatedWork W2374918184 @default.
- W3201225328 hasRelatedWork W4238871412 @default.
- W3201225328 hasRelatedWork W4303456661 @default.
- W3201225328 hasRelatedWork W4319862674 @default.
- W3201225328 isParatext "false" @default.
- W3201225328 isRetracted "false" @default.
- W3201225328 magId "3201225328" @default.
- W3201225328 workType "article" @default.