Matches in SemOpenAlex for { <https://semopenalex.org/work/W4366994024> ?p ?o ?g. }
Showing items 1 to 71 of
71
with 100 items per page.
- W4366994024 abstract "Infants learn their native language(s) at an amazing speed. Before they even talk, their perception adapts to the language(s) they hear. However, the mechanisms responsible for this perceptual attunement remain unclear. The currently dominant explanation for perceptual attunement posits that infants apply a statistical learning mechanism consisting in learning regularities from the speech stream they hear, and which may be found in learning across domains and species. Critically, the feasibility of the statistical learning hypothesis has only been demonstrated with computational models on unrealistic and simplified input. This paper presents the first attempt to study perceptual attunement with 2,000 hours of ecological child-centered recordings in American English and Metropolitan French. We show that, when applied on ecologically valid data, generic learning mechanisms develop a language-relevant perceptual space but fail to show evidence for perceptual attunement. It is only when supplemented with inductive biases, in the form of data filtering, sampling, and augmentation mechanisms that computational models show a significant attunement to the language they have been exposed to. As inductive biases are necessary for our model to become attuned to their native language, we reflect on whether similar inductive biases may shape early phonetic learning in infants. More generally, we show that what our model learns, and how it develops through exposure to speech, depends exquisitely on details of the input signal. By doing so, we illustrate the importance of considering ecologically valid input data when modeling language acquisition." @default.
- W4366994024 created "2023-04-27" @default.
- W4366994024 creator A5007620149 @default.
- W4366994024 creator A5042831132 @default.
- W4366994024 creator A5049370555 @default.
- W4366994024 creator A5049821241 @default.
- W4366994024 creator A5057205161 @default.
- W4366994024 creator A5079257674 @default.
- W4366994024 creator A5085086690 @default.
- W4366994024 creator A5085262529 @default.
- W4366994024 date "2023-03-07" @default.
- W4366994024 modified "2023-10-14" @default.
- W4366994024 title "Statistical learning models of early phonetic acquisition struggle with child-centered audio data" @default.
- W4366994024 doi "https://doi.org/10.31234/osf.io/hav58" @default.
- W4366994024 hasPublicationYear "2023" @default.
- W4366994024 type Work @default.
- W4366994024 citedByCount "0" @default.
- W4366994024 crossrefType "posted-content" @default.
- W4366994024 hasAuthorship W4366994024A5007620149 @default.
- W4366994024 hasAuthorship W4366994024A5042831132 @default.
- W4366994024 hasAuthorship W4366994024A5049370555 @default.
- W4366994024 hasAuthorship W4366994024A5049821241 @default.
- W4366994024 hasAuthorship W4366994024A5057205161 @default.
- W4366994024 hasAuthorship W4366994024A5079257674 @default.
- W4366994024 hasAuthorship W4366994024A5085086690 @default.
- W4366994024 hasAuthorship W4366994024A5085262529 @default.
- W4366994024 hasBestOaLocation W43669940241 @default.
- W4366994024 hasConcept C138496976 @default.
- W4366994024 hasConcept C142724271 @default.
- W4366994024 hasConcept C145420912 @default.
- W4366994024 hasConcept C15744967 @default.
- W4366994024 hasConcept C169760540 @default.
- W4366994024 hasConcept C180747234 @default.
- W4366994024 hasConcept C204787440 @default.
- W4366994024 hasConcept C22033958 @default.
- W4366994024 hasConcept C26760741 @default.
- W4366994024 hasConcept C2778073708 @default.
- W4366994024 hasConcept C2778409124 @default.
- W4366994024 hasConcept C41008148 @default.
- W4366994024 hasConcept C71924100 @default.
- W4366994024 hasConcept C74672266 @default.
- W4366994024 hasConceptScore W4366994024C138496976 @default.
- W4366994024 hasConceptScore W4366994024C142724271 @default.
- W4366994024 hasConceptScore W4366994024C145420912 @default.
- W4366994024 hasConceptScore W4366994024C15744967 @default.
- W4366994024 hasConceptScore W4366994024C169760540 @default.
- W4366994024 hasConceptScore W4366994024C180747234 @default.
- W4366994024 hasConceptScore W4366994024C204787440 @default.
- W4366994024 hasConceptScore W4366994024C22033958 @default.
- W4366994024 hasConceptScore W4366994024C26760741 @default.
- W4366994024 hasConceptScore W4366994024C2778073708 @default.
- W4366994024 hasConceptScore W4366994024C2778409124 @default.
- W4366994024 hasConceptScore W4366994024C41008148 @default.
- W4366994024 hasConceptScore W4366994024C71924100 @default.
- W4366994024 hasConceptScore W4366994024C74672266 @default.
- W4366994024 hasLocation W43669940241 @default.
- W4366994024 hasOpenAccess W4366994024 @default.
- W4366994024 hasPrimaryLocation W43669940241 @default.
- W4366994024 hasRelatedWork W1998986383 @default.
- W4366994024 hasRelatedWork W2001518495 @default.
- W4366994024 hasRelatedWork W2028199308 @default.
- W4366994024 hasRelatedWork W2030766398 @default.
- W4366994024 hasRelatedWork W2041821103 @default.
- W4366994024 hasRelatedWork W2043560397 @default.
- W4366994024 hasRelatedWork W2324626245 @default.
- W4366994024 hasRelatedWork W2325903967 @default.
- W4366994024 hasRelatedWork W2731975404 @default.
- W4366994024 hasRelatedWork W4298147601 @default.
- W4366994024 isParatext "false" @default.
- W4366994024 isRetracted "false" @default.
- W4366994024 workType "article" @default.