SPOKEN LANGUAGE UNDERSTANDING WITHOUT SPEECH RECOGNITION

被引:0
|
作者
Chen, Yuan-Ping [1 ,2 ]
Price, Ryan [2 ]
Bangalore, Srinivas [2 ]
机构
[1] Univ Calif Santa Cruz, Dept Comp Sci, Santa Cruz, CA 95064 USA
[2] Interactions LLC, Murray Hill, NJ 10016 USA
关键词
Spoken Language Understanding; end-to-end; intent determination; speech recognition; DEEP CONVEX NETWORKS;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
While conventional approaches to spoken language understanding involve cascading a speech recognizer with a language understanding system, in this paper, we describe a novel approach for deriving semantics directly from the speech signal without the need for an explicit speech recognition step. We evaluate this approach in the context of a customer care dialog system and demonstrate its effectiveness in comparison to the conventional approach.
引用
收藏
页码:6189 / 6193
页数:5
相关论文
共 50 条
  • [21] Blockwise Streaming Transformer for Spoken Language Understanding and Simultaneous Speech Translation
    Deng, Keqi
    Watanabe, Shinji
    Shi, Jiatong
    Arora, Siddhant
    INTERSPEECH 2022, 2022, : 1746 - 1750
  • [22] INTEGRATION OF SPEECH RECOGNITION AND LANGUAGE PROCESSING IN A JAPANESE TO ENGLISH SPOKEN LANGUAGE TRANSLATION SYSTEM
    MORIMOTO, T
    SHIKANO, K
    KOGURE, K
    IIDA, H
    KUREMATSU, A
    IEICE TRANSACTIONS ON COMMUNICATIONS ELECTRONICS INFORMATION AND SYSTEMS, 1991, 74 (07): : 1889 - 1896
  • [23] Spoken language identification using large vocabulary speech recognition.
    Hieronymus, JL
    Kadambe, S
    ICSLP 96 - FOURTH INTERNATIONAL CONFERENCE ON SPOKEN LANGUAGE PROCESSING, PROCEEDINGS, VOLS 1-4, 1996, : 1780 - 1783
  • [24] Efficient Language Model Adaptation for Automatic Speech Recognition of Spoken Translations
    Pelemans, Joris
    Vanallemeersch, Tom
    Demuynck, Kris
    Van Hamme, Hugo
    Wambacq, Patrick
    16TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION (INTERSPEECH 2015), VOLS 1-5, 2015, : 2262 - 2266
  • [25] Unsupervised Hidden Markov Modeling of Spoken Queries for Spoken Term Detection without Speech Recognition
    Chan, Chun-an
    Lee, Lin-shan
    12TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION 2011 (INTERSPEECH 2011), VOLS 1-5, 2011, : 2152 - 2155
  • [26] Approach to recognition and understanding of the time constituents in the spoken Chinese language translation
    Zong, CQ
    Huang, TY
    Xu, B
    ADVANCES IN MULTIMODAL INTERFACES - ICMI 2000, PROCEEDINGS, 2000, 1948 : 293 - 299
  • [27] A Viable System for Speech Recognition and Understanding in Romanian Language
    Gavat, Inge
    Dumitru, Corneliu-Octavian
    PROCEEDINGS ELMAR-2008, VOLS 1 AND 2, 2008, : 317 - 320
  • [28] JOINT LANGUAGE MODELS FOR AUTOMATIC SPEECH RECOGNITION AND UNDERSTANDING
    Bayer, Ali Orkan
    Riccardi, Giuseppe
    2012 IEEE WORKSHOP ON SPOKEN LANGUAGE TECHNOLOGY (SLT 2012), 2012, : 199 - 203
  • [29] SPEECH-LANGUAGE PRE-TRAINING FOR END-TO-END SPOKEN LANGUAGE UNDERSTANDING
    Qian, Yao
    Bianv, Ximo
    Shi, Yu
    Kanda, Naoyuki
    Shen, Leo
    Xiao, Zhen
    Zeng, Michael
    2021 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP 2021), 2021, : 7458 - 7462
  • [30] End-to-End Spoken Language Understanding Without Full Transcripts
    Kuo, Hong-Kwang J.
    Tuske, Zoltan
    Thomas, Samuel
    Huang, Yinghui
    Audhkhasi, Kartik
    Kingsbury, Brian
    Kurata, Gakuto
    Kons, Zvi
    Hoory, Ron
    Lastras, Luis
    INTERSPEECH 2020, 2020, : 906 - 910