Adaptive context biasing in transformer-based ASR systems

Adaptive context biasing in transformer-based ASR systems

Abstract With the advancement of neural networks, end-to-end neural automatic speech recognition (ASR) systems have demonstrated significant improvements in identifying contextually biased words. However, the incorporation of bias layers introduces additional computational complexity, requires incre...

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Bibliographic Details
Main Authors: Nurmemet Yolwas, Yineng Cai, Lixu Sun, Yongchao Li, Wushouer Silamu, Qiqi Du, Ya Huang, Zhiwu Sun, Jian Peng, Yajie Wei
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Subjects:
Speech recognition
Contextual biasing
Personalization
Online Access:https://doi.org/10.1038/s41598-025-12121-4
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https://doi.org/10.1038/s41598-025-12121-4

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