no code implementations • 28 Sep 2021 • Bidisha Sharma, Maulik Madhavi, Xuehao Zhou, Haizhou Li
In particular, we use synthesized speech generated from an English-Mandarin text corpus for analysis and training of a multi-lingual intent classification model.
1 code implementation • 5 Aug 2021 • Yidi Jiang, Bidisha Sharma, Maulik Madhavi, Haizhou Li
In this regard, we leverage the reliable and widely used bidirectional encoder representations from transformers (BERT) model as a language model and transfer the knowledge to build an acoustic model for intent classification using the speech.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +7
no code implementations • 15 Feb 2021 • Bidisha Sharma, Maulik Madhavi, Haizhou Li
An intent classification system is usually implemented as a pipeline process, with a speech recognition module followed by text processing that classifies the intents.
no code implementations • 20 Aug 2020 • Tianchi Liu, Rohan Kumar Das, Maulik Madhavi, ShengMei Shen, Haizhou Li
The proposed SUDA features an attention mask mechanism to learn the interaction between the speaker and utterance information streams.