How does that name sound? Name representation learning using accent-specific speech generation
作者:
Highlights:
• Proposing SpokenName2Vec, a novel and generic algorithm which addresses the synonym suggestion problem by utilizing automated speech generation and deep learning to produce spoken name embeddings.
• Behind the Name dataset: In total, 37,916 synonyms were retrieved for the 7,399 distinct names.
• Spoken Name dataset: 250K WAV files associated with the names in the dataset for 11 languages.
• A demonstration of the quality of SpokenName2Vec on forenames and surnames, including a comparison to other 10 algorithms.
摘要
•Proposing SpokenName2Vec, a novel and generic algorithm which addresses the synonym suggestion problem by utilizing automated speech generation and deep learning to produce spoken name embeddings.•Behind the Name dataset: In total, 37,916 synonyms were retrieved for the 7,399 distinct names.•Spoken Name dataset: 250K WAV files associated with the names in the dataset for 11 languages.•A demonstration of the quality of SpokenName2Vec on forenames and surnames, including a comparison to other 10 algorithms.
论文关键词:SpokenName2Vec,Synonym suggestion,Machine learning,Deep learning,Spoken name embeddings
论文评审过程:Received 3 August 2020, Revised 4 June 2021, Accepted 9 June 2021, Available online 15 June 2021, Version of Record 18 June 2021.
论文官网地址:https://doi.org/10.1016/j.knosys.2021.107229