Recent Advances in Spoken Language Understanding

2007 ◽  
pp. 14-14
Author(s):  
Renato De Mori
Keyword(s):  
Spoken Language ◽  
Language Understanding ◽  
Spoken Language Understanding ◽  
Recent Advances

scholarly journals A Survey on Spoken Language Understanding: Recent Advances and New Frontiers

2021 ◽  
Author(s):  
Libo Qin ◽  
Tianbao Xie ◽  
Wanxiang Che ◽  
Ting Liu
Keyword(s):  
Joint Modeling ◽  
Spoken Language ◽  
Joint Model ◽  
Research Field ◽  
Language Models ◽  
Future Research ◽  
Language Understanding ◽  
Spoken Language Understanding ◽  
Recent Advances ◽  
Dialog System

Spoken Language Understanding (SLU) aims to extract the semantics frame of user queries, which is a core component in a task-oriented dialog system. With the burst of deep neural networks and the evolution of pre-trained language models, the research of SLU has obtained significant breakthroughs. However, there remains a lack of a comprehensive survey summarizing existing approaches and recent trends, which motivated the work presented in this article. In this paper, we survey recent advances and new frontiers in SLU. Specifically, we give a thorough review of this research field, covering different aspects including (1) new taxonomy: we provide a new perspective for SLU filed, including single model vs. joint model, implicit joint modeling vs. explicit joint modeling in joint model, non pre-trained paradigm vs. pretrained paradigm; (2) new frontiers: some emerging areas in complex SLU as well as the corresponding challenges; (3) abundant open-source resources: to help the community, we have collected, organized the related papers, baseline projects and leaderboard on a public website where SLU researchers could directly access to the recent progress. We hope that this survey can shed a light on future research in SLU field.

scholarly journals Recent Advances in End-to-End Spoken Language Understanding

2019 ◽  
pp. 44-55 ◽  
Author(s):  
Natalia Tomashenko ◽  
Antoine Caubrière ◽  
Yannick Estève ◽  
Antoine Laurent ◽  
Emmanuel Morin
Keyword(s):  
Spoken Language ◽  
Language Understanding ◽  
Spoken Language Understanding ◽  
Recent Advances ◽  
End To End

Integrating Syntax and Semantics into Spoken Language Understanding

1991 ◽  
Author(s):  
Lynette Hirschman ◽  
Stephanie Seneff ◽  
David Goodine ◽  
Michael Phillips
Keyword(s):  
Spoken Language ◽  
Language Understanding ◽  
Spoken Language Understanding

Spoken Language Understanding using Pretraining Technique

2020 ◽  
Author(s):  
Saad Ghojaria ◽  
Rahul Kotian ◽  
Yash Sawant ◽  
Suresh Mestry
Keyword(s):  
Spoken Language ◽  
Language Understanding ◽  
Spoken Language Understanding

End-to-End Memory Networks with Knowledge Carryover for Multi-Turn Spoken Language Understanding

2016 ◽  
Author(s):  
Yun-Nung Chen ◽  
Dilek Hakkani-Tür ◽  
Gokhan Tur ◽  
Jianfeng Gao ◽  
Li Deng
Keyword(s):  
Spoken Language ◽  
Language Understanding ◽  
Spoken Language Understanding ◽  
End To End

scholarly journals RNN Based Incremental Online Spoken Language Understanding

2021 ◽  
Author(s):  
Prashanth Gurunath Shivakumar ◽  
Naveen Kumar ◽  
Panayiotis Georgiou ◽  
Shrikanth Narayanan
Keyword(s):  
Spoken Language ◽  
Language Understanding ◽  
Spoken Language Understanding
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