Jul, 2019
从语言模型向序列到序列语音识别中迁移拼写知识:向教师学拼写
Learn Spelling from Teachers: Transferring Knowledge from Language Models to Sequence-to-Sequence Speech Recognition
Ye Bai, Jiangyan Yi, Jianhua Tao, Zhengkun Tian, Zhengqi Wen
TL;DR本文提出了一种基于知识蒸馏的训练方法,将外部语言模型集成到序列到序列语音识别系统中,通过递归神经网络语言模型生成软标签来指导序列到序列模型的训练,以此来降低字符错误率。