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A Survey on Spoken Language Understanding: Recent Advances and New
  Frontiers
v1v2 (latest)

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

International Joint Conference on Artificial Intelligence (IJCAI), 2021
4 March 2021
Libo Qin
Tianbao Xie
Wanxiang Che
Ting Liu
    VLM
ArXiv (abs)PDFHTML

Papers citing "A Survey on Spoken Language Understanding: Recent Advances and New Frontiers"

45 / 45 papers shown
Title
Exploring Fine-Tuning of Large Audio Language Models for Spoken Language Understanding under Limited Speech data
Exploring Fine-Tuning of Large Audio Language Models for Spoken Language Understanding under Limited Speech data
Youngwon Choi
Jaeyoon Jung
Hyeonyu Kim
Huu-Kim Nguyen
Hwayeon Kim
40
0
0
18 Sep 2025
An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals
An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite IndividualsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Yangyang Zhao
Ben Niu
L. Qin
Shihan Wang
138
1
0
04 Jun 2025
Can Large Language Models Help Multimodal Language Analysis? MMLA: A Comprehensive Benchmark
Can Large Language Models Help Multimodal Language Analysis? MMLA: A Comprehensive Benchmark
Hanlei Zhang
Zhuohang Li
Yeshuang Zhu
Hua Xu
Peiwu Wang
Haige Zhu
Jie Zhou
Jinchao Zhang
253
2
0
23 Apr 2025
Privacy-Preserving Edge Speech Understanding with Tiny Foundation Models
Privacy-Preserving Edge Speech Understanding with Tiny Foundation Models
A. Benazir
Felix Xiaozhu Lin
189
2
0
29 Jan 2025
Transforming NLU with Babylon: A Case Study in Development of Real-time,
  Edge-Efficient, Multi-Intent Translation System for Automated Drive-Thru
  Ordering
Transforming NLU with Babylon: A Case Study in Development of Real-time, Edge-Efficient, Multi-Intent Translation System for Automated Drive-Thru Ordering
Mostafa Varzaneh
Pooja Voladoddi
Tanmay Bakshi
Uma Gunturi
148
0
0
22 Nov 2024
Recent Advances in Speech Language Models: A Survey
Recent Advances in Speech Language Models: A SurveyAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Wenqian Cui
Dianzhi Yu
Xiaoqi Jiao
Ziqiao Meng
Guangyan Zhang
Qichao Wang
Yiwen Guo
Irwin King
AuLLM
341
56
0
01 Oct 2024
Interpretation of the Intent Detection Problem as Dynamics in a
  Low-dimensional Space
Interpretation of the Intent Detection Problem as Dynamics in a Low-dimensional SpaceEuropean Conference on Artificial Intelligence (ECAI), 2024
Eduardo Sánchez-Karhunen
Jose F. Quesada-Moreno
Miguel A. Gutiérrez-Naranjo
71
0
0
05 Aug 2024
CroPrompt: Cross-task Interactive Prompting for Zero-shot Spoken
  Language Understanding
CroPrompt: Cross-task Interactive Prompting for Zero-shot Spoken Language UnderstandingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Libo Qin
Fuxuan Wei
Qiguang Chen
Jingxuan Zhou
Shijue Huang
Jiasheng Si
Wenpeng Lu
Wanxiang Che
LRMVLM
118
4
0
15 Jun 2024
Large Language Models Meet NLP: A Survey
Large Language Models Meet NLP: A Survey
Libo Qin
Qiguang Chen
Xiachong Feng
Yang Wu
Yongheng Zhang
Hai-Tao Zheng
Min Li
Wanxiang Che
Philip S. Yu
LRMALMLM&MAELM
322
98
0
21 May 2024
MIntRec2.0: A Large-scale Benchmark Dataset for Multimodal Intent
  Recognition and Out-of-scope Detection in Conversations
MIntRec2.0: A Large-scale Benchmark Dataset for Multimodal Intent Recognition and Out-of-scope Detection in Conversations
Hanlei Zhang
Xin Wang
Hua Xu
Qianrui Zhou
Kai Gao
Jianhua Su
jinyue Zhao
Wenrui Li
Yanting Chen
337
17
0
16 Mar 2024
ECLM: Entity Level Language Model for Spoken Language Understanding with Chain of Intent
ECLM: Entity Level Language Model for Spoken Language Understanding with Chain of Intent
Shangjian Yin
Peijie Huang
Jiatian Chen
Haojing Huang
Yuhong Xu
148
9
0
07 Mar 2024
Prompt Perturbation Consistency Learning for Robust Language Models
Prompt Perturbation Consistency Learning for Robust Language Models
Yao Qiang
Subhrangshu Nandi
Ninareh Mehrabi
Greg Ver Steeg
Anoop Kumar
Anna Rumshisky
Aram Galstyan
187
22
0
24 Feb 2024
Pro-HAN: A Heterogeneous Graph Attention Network for Profile-Based
  Spoken Language Understanding
Pro-HAN: A Heterogeneous Graph Attention Network for Profile-Based Spoken Language UnderstandingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Dechuan Teng
Chunlin Lu
Xiao Xu
Wanxiang Che
Libo Qin
100
2
0
06 Feb 2024
SDIF-DA: A Shallow-to-Deep Interaction Framework with Data Augmentation
  for Multi-modal Intent Detection
SDIF-DA: A Shallow-to-Deep Interaction Framework with Data Augmentation for Multi-modal Intent DetectionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Shijue Huang
Libo Qin
Bingbing Wang
Geng Tu
Ruifeng Xu
168
14
0
31 Dec 2023
Speech Understanding on Tiny Devices with A Learning Cache
Speech Understanding on Tiny Devices with A Learning CacheACM SIGMOBILE International Conference on Mobile Systems, Applications, and Services (MobiSys), 2023
A. Benazir
Zhiming Xu
Felix Xiaozhu Lin
282
5
0
30 Nov 2023
A Survey of the Evolution of Language Model-Based Dialogue Systems: Data, Task and Models
A Survey of the Evolution of Language Model-Based Dialogue Systems: Data, Task and Models
Hongru Wang
Lingzhi Wang
Yiming Du
Liang Chen
Jing Zhou
Yufei Wang
Kam-Fai Wong
LRM
303
27
0
28 Nov 2023
End-to-end Task-oriented Dialogue: A Survey of Tasks, Methods, and
  Future Directions
End-to-end Task-oriented Dialogue: A Survey of Tasks, Methods, and Future DirectionsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Libo Qin
Wenbo Pan
Qiguang Chen
Lizi Liao
Zhou Yu
Yue Zhang
Wanxiang Che
Min Li
143
24
0
15 Nov 2023
Are cascade dialogue state tracking models speaking out of turn in
  spoken dialogues?
Are cascade dialogue state tracking models speaking out of turn in spoken dialogues?
Lucas Druart
Léo Jacqmin
Benoit Favre
L. Rojas-Barahona
Valentin Vielzeuf
112
0
0
03 Nov 2023
Continual Contrastive Spoken Language Understanding
Continual Contrastive Spoken Language UnderstandingAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Umberto Cappellazzo
Enrico Fini
Muqiao Yang
Daniele Falavigna
Alessio Brutti
Bhiksha Raj
CLL
155
1
0
04 Oct 2023
CWCL: Cross-Modal Transfer with Continuously Weighted Contrastive Loss
CWCL: Cross-Modal Transfer with Continuously Weighted Contrastive LossNeural Information Processing Systems (NeurIPS), 2023
R. S. Srinivasa
Jaejin Cho
Chouchang Yang
Yashas Malur Saidutta
Ching Hua Lee
Yilin Shen
Hongxia Jin
VLM
124
15
0
26 Sep 2023
Sequence-Level Knowledge Distillation for Class-Incremental End-to-End
  Spoken Language Understanding
Sequence-Level Knowledge Distillation for Class-Incremental End-to-End Spoken Language UnderstandingInterspeech (Interspeech), 2023
Umberto Cappellazzo
Muqiao Yang
Daniele Falavigna
Alessio Brutti
CLLKELM
100
6
0
23 May 2023
Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken
  Language Understanding
Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language UnderstandingInterspeech (Interspeech), 2023
Mutian He
Philip N. Garner
ELMAI4MHLRM
190
32
0
22 May 2023
Textually Pretrained Speech Language Models
Textually Pretrained Speech Language ModelsNeural Information Processing Systems (NeurIPS), 2023
Michael Hassid
Tal Remez
Tu Nguyen
Itai Gat
Alexis Conneau
...
Alexandre Défossez
Gabriel Synnaeve
Emmanuel Dupoux
Roy Schwartz
Yossi Adi
VLMSyDa
264
87
0
22 May 2023
OpenSLU: A Unified, Modularized, and Extensible Toolkit for Spoken
  Language Understanding
OpenSLU: A Unified, Modularized, and Extensible Toolkit for Spoken Language UnderstandingAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Libo Qin
Qiguang Chen
Xiao Xu
Yunlong Feng
Wanxiang Che
ELMVLM
76
5
0
17 May 2023
Out-of-Domain Intent Detection Considering Multi-Turn Dialogue Contexts
Out-of-Domain Intent Detection Considering Multi-Turn Dialogue ContextsInternational Conference on Language Resources and Evaluation (LREC), 2023
Hao Lang
Yinhe Zheng
Binyuan Hui
Fei Huang
Yongbin Li
120
5
0
05 May 2023
Controllable Data Augmentation for Context-Dependent Text-to-SQL
Dingzirui Wang
Longxu Dou
Wanxiang Che
107
0
0
27 Apr 2023
A Clustering Framework for Unsupervised and Semi-supervised New Intent
  Discovery
A Clustering Framework for Unsupervised and Semi-supervised New Intent DiscoveryIEEE Transactions on Knowledge and Data Engineering (TKDE), 2023
Hanlei Zhang
Huanlin Xu
Xin Eric Wang
Fei Long
Kai Gao
243
17
0
16 Apr 2023
A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding
A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding
Wenbo Pan
Qiguang Chen
Xiao Xu
Wanxiang Che
Libo Qin
125
49
0
09 Apr 2023
A Persian Benchmark for Joint Intent Detection and Slot Filling
A Persian Benchmark for Joint Intent Detection and Slot Filling
M. Akbari
Amir-Hossein Karimi
Tayyebeh Saeedi
Zeinab Saeidi
Kiana Ghezelbash
Fatemeh Shamsezat
Mohammad Akbari
Ali Mohades
107
6
0
01 Mar 2023
ESIE-BERT: Enriching Sub-words Information Explicitly with BERT for
  Joint Intent Classification and SlotFilling
ESIE-BERT: Enriching Sub-words Information Explicitly with BERT for Joint Intent Classification and SlotFilling
Yutian Guo
Zhilong Xie
Xingyan Chen
Huangen Chen
Leilei Wang
Huaming Du
Shaopeng Wei
Yu Zhao
Qing Li
Ganglu Wu
163
15
0
27 Nov 2022
A Dynamic Graph Interactive Framework with Label-Semantic Injection for
  Spoken Language Understanding
A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language UnderstandingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Zhihong Zhu
Weiyuan Xu
Xuxin Cheng
Tengtao Song
Yuexian Zou
119
25
0
08 Nov 2022
Towards Relation Extraction From Speech
Towards Relation Extraction From SpeechConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Tongtong Wu
Guitao Wang
Jinming Zhao
Zhaoran Liu
Guilin Qi
Yuan-Fang Li
Gholamreza Haffari
143
12
0
17 Oct 2022
A Survey of Intent Classification and Slot-Filling Datasets for
  Task-Oriented Dialog
A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialog
Stefan Larson
Kevin Leach
151
25
0
26 Jul 2022
ASR-Generated Text for Language Model Pre-training Applied to Speech
  Tasks
ASR-Generated Text for Language Model Pre-training Applied to Speech TasksInterspeech (Interspeech), 2022
Valentin Pelloin
Franck Dary
Nicolas Hervé
Benoit Favre
Nathalie Camelin
Antoine Laurent
Laurent Besacier
115
6
0
05 Jul 2022
Calibrate and Refine! A Novel and Agile Framework for ASR-error Robust
  Intent Detection
Calibrate and Refine! A Novel and Agile Framework for ASR-error Robust Intent DetectionInterspeech (Interspeech), 2022
Peilin Zhou
Dading Chong
Helin Wang
Qingcheng Zeng
84
5
0
23 May 2022
GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual
  Spoken Language Understanding
GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language UnderstandingAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Libo Qin
Qiguang Chen
Tianbao Xie
Qixin Li
Jian-Guang Lou
Wanxiang Che
MingSung Kan
107
35
0
18 Apr 2022
UniDU: Towards A Unified Generative Dialogue Understanding Framework
UniDU: Towards A Unified Generative Dialogue Understanding FrameworkSIGDIAL Conferences (SIGDIAL), 2022
Zhi Chen
Lu Chen
B. Chen
Libo Qin
Yuncong Liu
Su Zhu
Jian-Guang Lou
Kai Yu
163
15
0
10 Apr 2022
Learning Discriminative Representations and Decision Boundaries for Open
  Intent Detection
Learning Discriminative Representations and Decision Boundaries for Open Intent DetectionIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022
Hanlei Zhang
Huan Xu
Shaojie Zhao
Qianrui Zhou
124
25
0
11 Mar 2022
Text is no more Enough! A Benchmark for Profile-based Spoken Language
  Understanding
Text is no more Enough! A Benchmark for Profile-based Spoken Language UnderstandingAAAI Conference on Artificial Intelligence (AAAI), 2021
Xiao Xu
Libo Qin
Kaiji Chen
Guoxing Wu
Linlin Li
Wanxiang Che
92
7
0
22 Dec 2021
Advances in Multi-turn Dialogue Comprehension: A Survey
Zhuosheng Zhang
Hai Zhao
212
21
0
11 Oct 2021
Smoothing Dialogue States for Open Conversational Machine Reading
Smoothing Dialogue States for Open Conversational Machine ReadingConference on Empirical Methods in Natural Language Processing (EMNLP), 2021
Zhuosheng Zhang
Siru Ouyang
Hai Zhao
Masao Utiyama
Eiichiro Sumita
118
6
0
28 Aug 2021
A Survey on Dialogue Summarization: Recent Advances and New Frontiers
A Survey on Dialogue Summarization: Recent Advances and New Frontiers
Xiachong Feng
Xiaocheng Feng
Bing Qin
201
108
0
07 Jul 2021
GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple
  Intent Detection and Slot Filling
GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot FillingAnnual Meeting of the Association for Computational Linguistics (ACL), 2021
Libo Qin
Fuxuan Wei
Tianbao Xie
Xiao Xu
Wanxiang Che
Ting Liu
124
93
0
03 Jun 2021
A Result based Portable Framework for Spoken Language Understanding
A Result based Portable Framework for Spoken Language UnderstandingIEEE International Conference on Multimedia and Expo (ICME), 2021
Lizhi Cheng
Weijia Jia
Wenmian Yang
118
8
0
10 Mar 2021
Multi-Domain Spoken Language Understanding Using Domain- and Task-Aware
  Parameterization
Multi-Domain Spoken Language Understanding Using Domain- and Task-Aware Parameterization
Libo Qin
Minheng Ni
Yue Zhang
Wanxiang Che
Yangming Li
Ting Liu
74
14
0
30 Apr 2020
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