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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
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Papers citing
"A Survey on Spoken Language Understanding: Recent Advances and New Frontiers"
46 / 46 papers shown
MAC-SLU: Multi-Intent Automotive Cabin Spoken Language Understanding Benchmark
Yuezhang Peng
Chonghao Cai
Ziang Liu
Shuai Fan
Sheng Jiang
...
Kele Xu
Y. Li
S. Wang
L. Qin
Xie Chen
AuLLM
177
0
0
01 Dec 2025
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
179
1
0
18 Sep 2025
An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Yangyang Zhao
Ben Niu
L. Qin
Shihan Wang
342
3
0
04 Jun 2025
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
472
4
0
23 Apr 2025
Safeguarding Privacy in Edge Speech Understanding with Tiny Foundation Models
A. Benazir
Felix Xiaozhu Lin
366
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
Mostafa Varzaneh
Pooja Voladoddi
Tanmay Bakshi
Uma Gunturi
249
1
0
22 Nov 2024
Recent Advances in Speech Language Models: A Survey
Annual 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
717
85
0
01 Oct 2024
Interpretation of the Intent Detection Problem as Dynamics in a Low-dimensional Space
European Conference on Artificial Intelligence (ECAI), 2024
Eduardo Sánchez-Karhunen
Jose F. Quesada-Moreno
Miguel A. Gutiérrez-Naranjo
141
2
0
05 Aug 2024
CroPrompt: Cross-task Interactive Prompting for Zero-shot Spoken Language Understanding
IEEE 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
LRM
VLM
294
4
0
15 Jun 2024
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
LRM
ALM
LM&MA
ELM
573
137
0
21 May 2024
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
647
27
0
16 Mar 2024
ECLM: Entity Level Language Model for Spoken Language Understanding with Chain of Intent
Shangjian Yin
Peijie Huang
Jiatian Chen
Haojing Huang
Yuhong Xu
347
6
0
07 Mar 2024
Prompt Perturbation Consistency Learning for Robust Language Models
Yao Qiang
Subhrangshu Nandi
Ninareh Mehrabi
Greg Ver Steeg
Anoop Kumar
Anna Rumshisky
Aram Galstyan
410
31
0
24 Feb 2024
Pro-HAN: A Heterogeneous Graph Attention Network for Profile-Based Spoken Language Understanding
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Dechuan Teng
Chunlin Lu
Xiao Xu
Wanxiang Che
Libo Qin
187
3
0
06 Feb 2024
SDIF-DA: A Shallow-to-Deep Interaction Framework with Data Augmentation for Multi-modal Intent Detection
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Shijue Huang
Libo Qin
Bingbing Wang
Geng Tu
Ruifeng Xu
340
21
0
31 Dec 2023
Speech Understanding on Tiny Devices with A Learning Cache
ACM SIGMOBILE International Conference on Mobile Systems, Applications, and Services (MobiSys), 2023
A. Benazir
Zhiming Xu
Felix Xiaozhu Lin
533
8
0
30 Nov 2023
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
560
23
0
28 Nov 2023
End-to-end Task-oriented Dialogue: A Survey of Tasks, Methods, and Future Directions
Conference 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
272
33
0
15 Nov 2023
Are cascade dialogue state tracking models speaking out of turn in spoken dialogues?
Lucas Druart
Léo Jacqmin
Benoit Favre
L. Rojas-Barahona
Valentin Vielzeuf
192
0
0
03 Nov 2023
Continual Contrastive Spoken Language Understanding
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Umberto Cappellazzo
Enrico Fini
Muqiao Yang
Daniele Falavigna
Alessio Brutti
Bhiksha Raj
CLL
397
1
0
04 Oct 2023
CWCL: Cross-Modal Transfer with Continuously Weighted Contrastive Loss
Neural Information Processing Systems (NeurIPS), 2023
R. S. Srinivasa
Jaejin Cho
Chouchang Yang
Yashas Malur Saidutta
Ching Hua Lee
Yilin Shen
Hongxia Jin
VLM
232
19
0
26 Sep 2023
Sequence-Level Knowledge Distillation for Class-Incremental End-to-End Spoken Language Understanding
Interspeech (Interspeech), 2023
Umberto Cappellazzo
Muqiao Yang
Daniele Falavigna
Alessio Brutti
CLL
KELM
226
6
0
23 May 2023
Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language Understanding
Interspeech (Interspeech), 2023
Mutian He
Philip N. Garner
ELM
AI4MH
LRM
280
36
0
22 May 2023
Textually Pretrained Speech Language Models
Neural 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
VLM
SyDa
555
103
0
22 May 2023
OpenSLU: A Unified, Modularized, and Extensible Toolkit for Spoken Language Understanding
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Libo Qin
Qiguang Chen
Xiao Xu
Yunlong Feng
Wanxiang Che
ELM
VLM
158
5
0
17 May 2023
Out-of-Domain Intent Detection Considering Multi-Turn Dialogue Contexts
International Conference on Language Resources and Evaluation (LREC), 2023
Hao Lang
Yinhe Zheng
Binyuan Hui
Fei Huang
Yongbin Li
261
6
0
05 May 2023
Controllable Data Augmentation for Context-Dependent Text-to-SQL
Dingzirui Wang
Longxu Dou
Wanxiang Che
240
0
0
27 Apr 2023
A Clustering Framework for Unsupervised and Semi-supervised New Intent Discovery
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2023
Hanlei Zhang
Huanlin Xu
Xin Eric Wang
Fei Long
Kai Gao
441
20
0
16 Apr 2023
A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding
Wenbo Pan
Qiguang Chen
Xiao Xu
Wanxiang Che
Libo Qin
278
53
0
09 Apr 2023
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
235
7
0
01 Mar 2023
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
344
16
0
27 Nov 2022
A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Zhihong Zhu
Weiyuan Xu
Xuxin Cheng
Tengtao Song
Yuexian Zou
249
26
0
08 Nov 2022
Towards Relation Extraction From Speech
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Tongtong Wu
Guitao Wang
Jinming Zhao
Zhaoran Liu
Guilin Qi
Yuan-Fang Li
Gholamreza Haffari
248
13
0
17 Oct 2022
A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialog
Stefan Larson
Kevin Leach
262
26
0
26 Jul 2022
ASR-Generated Text for Language Model Pre-training Applied to Speech Tasks
Interspeech (Interspeech), 2022
Valentin Pelloin
Franck Dary
Nicolas Hervé
Benoit Favre
Nathalie Camelin
Antoine Laurent
Laurent Besacier
202
8
0
05 Jul 2022
Calibrate and Refine! A Novel and Agile Framework for ASR-error Robust Intent Detection
Interspeech (Interspeech), 2022
Peilin Zhou
Dading Chong
Helin Wang
Qingcheng Zeng
161
5
0
23 May 2022
GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding
Annual Meeting of the Association for Computational Linguistics (ACL), 2022
Libo Qin
Qiguang Chen
Tianbao Xie
Qixin Li
Jian-Guang Lou
Wanxiang Che
MingSung Kan
189
36
0
18 Apr 2022
UniDU: Towards A Unified Generative Dialogue Understanding Framework
SIGDIAL Conferences (SIGDIAL), 2022
Zhi Chen
Lu Chen
B. Chen
Libo Qin
Yuncong Liu
Su Zhu
Jian-Guang Lou
Kai Yu
255
17
0
10 Apr 2022
Learning Discriminative Representations and Decision Boundaries for Open Intent Detection
IEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022
Hanlei Zhang
Huan Xu
Shaojie Zhao
Qianrui Zhou
251
31
0
11 Mar 2022
Text is no more Enough! A Benchmark for Profile-based Spoken Language Understanding
AAAI Conference on Artificial Intelligence (AAAI), 2021
Xiao Xu
Libo Qin
Kaiji Chen
Guoxing Wu
Linlin Li
Wanxiang Che
253
9
0
22 Dec 2021
Advances in Multi-turn Dialogue Comprehension: A Survey
Zhuosheng Zhang
Hai Zhao
341
24
0
11 Oct 2021
Smoothing Dialogue States for Open Conversational Machine Reading
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2021
Zhuosheng Zhang
Siru Ouyang
Hai Zhao
Masao Utiyama
Eiichiro Sumita
268
7
0
28 Aug 2021
A Survey on Dialogue Summarization: Recent Advances and New Frontiers
Xiachong Feng
Xiaocheng Feng
Bing Qin
382
119
0
07 Jul 2021
GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling
Annual Meeting of the Association for Computational Linguistics (ACL), 2021
Libo Qin
Fuxuan Wei
Tianbao Xie
Xiao Xu
Wanxiang Che
Ting Liu
276
101
0
03 Jun 2021
A Result based Portable Framework for Spoken Language Understanding
IEEE International Conference on Multimedia and Expo (ICME), 2021
Lizhi Cheng
Weijia Jia
Wenmian Yang
208
8
0
10 Mar 2021
Multi-Domain Spoken Language Understanding Using Domain- and Task-Aware Parameterization
Libo Qin
Minheng Ni
Yue Zhang
Wanxiang Che
Yangming Li
Ting Liu
220
14
0
30 Apr 2020
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