2026-10-12T10:10:38Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33348912 2026-09-22T09:21:34Z category_29416 portal_886 item_type_3 month_year_09_2026

Supporting data for "Phonetic substance in phonological learning" Shuang Zheng (12989453) Youngah Do (9057116) Linguistic structures (incl. phonology, morphology and syntax) phonological learning learning biases vowel harmony neural network modeling artificial language learning <p dir="ltr">This dataset contains all data generated and collected in my thesis research.</p><p dir="ltr">Feature Model contains simulation results from a text-based sequence-to-sequence neural network trained on artificial vowel harmony and vowel disharmony datasets with phonological feature initializations. Reported in Chapter 3 of “Phonetic substance in phonological learning.”</p><p dir="ltr">Segment Model contains simulation results from a text-based sequence-to-sequence neural network trained on artificial vowel harmony and vowel disharmony datasets without any featural specifications. Reported in Chapter 3 of “Phonetic substance in phonological learning.”<br><br>Acoustic Model contains simulation results from a speech-based sequence-to-sequence neural network trained on artificial vowel harmony and vowel disharmony datasets. Reported in Chapter 4 of “Phonetic substance in phonological learning.”<br><br>Behavioral Experiment contains behavioral data collected from an artificial language learning study on vowel harmony and vowel disharmony with varying generalization consistency. Reported in Chapter 5 of “Phonetic substance in phonological learning.”<br><br>Interaction Model contains simulation results from a speech-based sequence-to-sequence neural network trained on artificial vowel harmony and vowel disharmony datasets differing in phonological conditioning contexts. Reported in Chapter 5 of “Phonetic substance in phonological learning.”</p> 2026-09-22T09:21:34Z Dataset Dataset 10.25442/hku.33348912.v1 https://figshare.com/articles/dataset/Supporting_data_for_Phonetic_substance_in_phonological_learning_/33348912 CC BY-NC 4.0 Embargoed