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Joint Slot Filling and Intent Detection via Capsule Neural Networks
v1v2 (latest)

Joint Slot Filling and Intent Detection via Capsule Neural Networks

22 December 2018
Chenwei Zhang
Yaliang Li
Nan Du
Wei Fan
Philip S. Yu
ArXiv (abs)PDFHTML

Papers citing "Joint Slot Filling and Intent Detection via Capsule Neural Networks"

50 / 106 papers shown
Reward-Driven Interaction: Enhancing Proactive Dialogue Agents through User Satisfaction Prediction
Reward-Driven Interaction: Enhancing Proactive Dialogue Agents through User Satisfaction Prediction
Wei Shen
Xiaonan He
Chuheng Zhang
Xuyun Zhang
Xiaolong Xu
Wanchun Dou
148
0
0
24 May 2025
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
187
4
0
15 Jun 2024
Towards Spoken Language Understanding via Multi-level Multi-grained
  Contrastive Learning
Towards Spoken Language Understanding via Multi-level Multi-grained Contrastive Learning
Xuxin Cheng
Wanshi Xu
Zhihong Zhu
Hongxiang Li
Yuexian Zou
200
14
0
31 May 2024
Medical Dialogue: A Survey of Categories, Methods, Evaluation and
  Challenges
Medical Dialogue: A Survey of Categories, Methods, Evaluation and Challenges
Xiaoming Shi
Zeming Liu
Li Du
Yuxuan Wang
Hongru Wang
Yuhang Guo
Tong Ruan
Jie Xu
Shaoting Zhang
LM&MAELM
326
8
0
17 May 2024
HC$^2$L: Hybrid and Cooperative Contrastive Learning for Cross-lingual
  Spoken Language Understanding
HC2^22L: Hybrid and Cooperative Contrastive Learning for Cross-lingual Spoken Language UnderstandingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Bowen Xing
Ivor W. Tsang
VLM
194
1
0
10 May 2024
A Two-Stage Prediction-Aware Contrastive Learning Framework for
  Multi-Intent NLU
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLUInternational Conference on Language Resources and Evaluation (LREC), 2024
Guanhua Chen
Yutong Yao
Yang Li
Lidia S. Chao
232
4
0
05 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
566
20
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
268
6
0
07 Mar 2024
Noise-BERT: A Unified Perturbation-Robust Framework with Noise Alignment
  Pre-training for Noisy Slot Filling Task
Noise-BERT: A Unified Perturbation-Robust Framework with Noise Alignment Pre-training for Noisy Slot Filling Task
Jinxu Zhao
Guanting Dong
Yueyan Qiu
Tingfeng Hui
Xiaoshuai Song
Daichi Guo
Weiran Xu
298
3
0
22 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
153
3
0
06 Feb 2024
JPIS: A Joint Model for Profile-based Intent Detection and Slot Filling
  with Slot-to-Intent Attention
JPIS: A Joint Model for Profile-based Intent Detection and Slot Filling with Slot-to-Intent AttentionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Thinh-Le-Gia Pham
Dat Quoc Nguyen
318
7
0
14 Dec 2023
MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with
  Intent-Slot Co-Attention
MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-AttentionConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Thinh-Le-Gia Pham
Tran Chi
Dat Quoc Nguyen
VLM
243
15
0
10 Dec 2023
Co-guiding for Multi-intent Spoken Language Understanding
Co-guiding for Multi-intent Spoken Language UnderstandingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Bowen Xing
Ivor W. Tsang
226
4
0
22 Nov 2023
CoF-CoT: Enhancing Large Language Models with Coarse-to-Fine
  Chain-of-Thought Prompting for Multi-domain NLU Tasks
CoF-CoT: Enhancing Large Language Models with Coarse-to-Fine Chain-of-Thought Prompting for Multi-domain NLU TasksConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Hoang Nguyen
Ye Liu
Chenwei Zhang
Tao Zhang
Philip S. Yu
LRM
176
21
0
23 Oct 2023
Intent Detection and Slot Filling for Home Assistants: Dataset and
  Analysis for Bangla and Sylheti
Intent Detection and Slot Filling for Home Assistants: Dataset and Analysis for Bangla and Sylheti
Fardin Ahsan Sakib
Saadat Rezaul Karim
Md Hasan Khan
Md. Mushfiqur Rahman
231
8
0
17 Oct 2023
RSVP: Customer Intent Detection via Agent Response Contrastive and
  Generative Pre-Training
RSVP: Customer Intent Detection via Agent Response Contrastive and Generative Pre-Training
Yu-Chien Tang
Wei-Yao Wang
An-Zi Yen
Wenjie Peng
178
2
0
15 Oct 2023
Explainable and Accurate Natural Language Understanding for Voice
  Assistants and Beyond
Explainable and Accurate Natural Language Understanding for Voice Assistants and BeyondInternational Conference on Information and Knowledge Management (CIKM), 2023
Kalpa Gunaratna
Vijay Srinivasan
Hongxia Jin
319
0
0
25 Sep 2023
Introducing "Forecast Utterance" for Conversational Data Science
Introducing "Forecast Utterance" for Conversational Data Science
Md. Mahadi Hassan
Alex Knipper
S. Karmaker
AI4TS
211
0
0
07 Sep 2023
Slot Induction via Pre-trained Language Model Probing and Multi-level
  Contrastive Learning
Slot Induction via Pre-trained Language Model Probing and Multi-level Contrastive LearningSIGDIAL Conferences (SIGDIAL), 2023
Hoang Nguyen
Chenwei Zhang
Ye Liu
Philip S. Yu
151
6
0
09 Aug 2023
Relational Temporal Graph Reasoning for Dual-task Dialogue Language
  Understanding
Relational Temporal Graph Reasoning for Dual-task Dialogue Language UnderstandingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Bowen Xing
Ivor W. Tsang
213
20
0
15 Jun 2023
Toward Open-domain Slot Filling via Self-supervised Co-training
Toward Open-domain Slot Filling via Self-supervised Co-trainingThe Web Conference (WWW), 2023
A. Mosharrof
Moghis Fereidouni
A.B. Siddique
120
2
0
24 Mar 2023
A Robust Semantic Frame Parsing Pipeline on a New Complex Twitter
  Dataset
A Robust Semantic Frame Parsing Pipeline on a New Complex Twitter Dataset
Yu Wang
Hongxia Jin
198
0
0
18 Dec 2022
A Transformer-Based User Satisfaction Prediction for Proactive
  Interaction Mechanism in DuerOS
A Transformer-Based User Satisfaction Prediction for Proactive Interaction Mechanism in DuerOSInternational Conference on Information and Knowledge Management (CIKM), 2022
Wei Shen
Xiaonan He
Wei Shen
Xuyun Zhang
Jian Xie
105
6
0
05 Dec 2022
Zero-Shot Learning for Joint Intent and Slot Labeling
Zero-Shot Learning for Joint Intent and Slot Labeling
Rashmi Gangadharaiah
Balakrishnan Narayanaswamy
VLM
136
2
0
29 Nov 2022
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken
  Language Understanding
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language UnderstandingAAAI Conference on Artificial Intelligence (AAAI), 2022
Lizhi Cheng
Wenmian Yang
Weijia Jia
184
18
0
22 Nov 2022
In-game Toxic Language Detection: Shared Task and Attention Residuals
In-game Toxic Language Detection: Shared Task and Attention ResidualsAAAI Conference on Artificial Intelligence (AAAI), 2022
Yuanzhe Jia
Weixuan Wu
Feiqi Cao
S. Han
293
3
0
11 Nov 2022
Learning Better Intent Representations for Financial Open Intent
  Classification
Learning Better Intent Representations for Financial Open Intent Classification
Xianzhi Li
Will Aitken
Xiao-Dan Zhu
Stephen W. Thomas
AIFin
145
8
0
25 Oct 2022
Co-guiding Net: Achieving Mutual Guidances between Multiple Intent
  Detection and Slot Filling via Heterogeneous Semantics-Label Graphs
Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label GraphsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Bowen Xing
Ivor W. Tsang
230
44
0
19 Oct 2022
Group is better than individual: Exploiting Label Topologies and Label
  Relations for Joint Multiple Intent Detection and Slot Filling
Group is better than individual: Exploiting Label Topologies and Label Relations for Joint Multiple Intent Detection and Slot FillingConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Bowen Xing
Ivor W. Tsang
BDL
231
28
0
19 Oct 2022
Explainable Slot Type Attentions to Improve Joint Intent Detection and
  Slot Filling
Explainable Slot Type Attentions to Improve Joint Intent Detection and Slot FillingConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Kalpa Gunaratna
Vijay Srinivasan
Akhila Yerukola
Hongxia Jin
199
11
0
19 Oct 2022
A Unified Framework for Multi-intent Spoken Language Understanding with
  prompting
A Unified Framework for Multi-intent Spoken Language Understanding with promptingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Feifan Song
Lianzhe Huang
Houfeng Wang
112
9
0
07 Oct 2022
From Disfluency Detection to Intent Detection and Slot Filling
From Disfluency Detection to Intent Detection and Slot FillingInterspeech (Interspeech), 2022
M. Dao
Thinh Hung Truong
Dat Quoc Nguyen
155
3
0
17 Sep 2022
MIntRec: A New Dataset for Multimodal Intent Recognition
MIntRec: A New Dataset for Multimodal Intent RecognitionACM Multimedia (ACM MM), 2022
Hanlei Zhang
Huanlin Xu
Xin Eric Wang
Qianrui Zhou
Shaojie Zhao
Jiayan Teng
273
66
0
09 Sep 2022
Multi-grained Label Refinement Network with Dependency Structures for
  Joint Intent Detection and Slot Filling
Multi-grained Label Refinement Network with Dependency Structures for Joint Intent Detection and Slot Filling
Baohang Zhou
Ying Zhang
Xuhui Sui
Kehui Song
Xiaojie Yuan
188
1
0
09 Sep 2022
Entity Aware Syntax Tree Based Data Augmentation for Natural Language
  Understanding
Entity Aware Syntax Tree Based Data Augmentation for Natural Language Understanding
Jiaxing Xu
Jianbin Cui
Jiangneng Li
Wenge Rong
Noboru Matsuda
173
1
0
06 Sep 2022
On the cross-lingual transferability of multilingual prototypical models
  across NLU tasks
On the cross-lingual transferability of multilingual prototypical models across NLU tasks
Oralie Cattan
Christophe Servan
S. Rosset
145
11
0
19 Jul 2022
Capture Salient Historical Information: A Fast and Accurate
  Non-Autoregressive Model for Multi-turn Spoken Language Understanding
Capture Salient Historical Information: A Fast and Accurate Non-Autoregressive Model for Multi-turn Spoken Language Understanding
Lizhi Cheng
Weijia Jia
Wenmian Yang
OffRL
235
5
0
24 Jun 2022
Learning with Capsules: A Survey
Learning with Capsules: A Survey
Fabio De Sousa Ribeiro
Kevin Duarte
Miles Everett
Georgios Leontidis
M. Shah
3DPCMedIm
289
21
0
06 Jun 2022
Workflow Discovery from Dialogues in the Low Data Regime
Workflow Discovery from Dialogues in the Low Data Regime
Amine El Hattami
Stefania Raimondo
I. Laradji
David Vazquez
Pau Rodríguez López
C. Pal
183
11
0
24 May 2022
Learning to Classify Open Intent via Soft Labeling and Manifold Mixup
Learning to Classify Open Intent via Soft Labeling and Manifold MixupIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022
Zifeng Cheng
Zhiwei Jiang
Yafeng Yin
Cong Wang
Qing Gu
VLM
136
21
0
16 Apr 2022
Confidence Calibration for Intent Detection via Hyperspherical Space and
  Rebalanced Accuracy-Uncertainty Loss
Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty LossAAAI Conference on Artificial Intelligence (AAAI), 2022
Yantao Gong
Cao Liu
Fan Yang
Xunliang Cai
Guanglu Wan
Jiansong Chen
Weipeng Zhang
Houfeng Wang
UQCV
172
4
0
17 Mar 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
228
28
0
11 Mar 2022
Bi-directional Joint Neural Networks for Intent Classification and Slot
  Filling
Bi-directional Joint Neural Networks for Intent Classification and Slot FillingInterspeech (Interspeech), 2021
S. Han
Siqu Long
Huichun Li
H. Weld
Josiah Poon
144
19
0
26 Feb 2022
Learning Multi-Tasks with Inconsistent Labels by using Auxiliary Big
  Task
Learning Multi-Tasks with Inconsistent Labels by using Auxiliary Big Task
Quan Feng
Songcan Chen
181
7
0
07 Jan 2022
LIDSNet: A Lightweight on-device Intent Detection model using Deep
  Siamese Network
LIDSNet: A Lightweight on-device Intent Detection model using Deep Siamese Network
Vibhav Agarwal
Sudeep Deepak Shivnikar
Sourav Ghosh
H. Arora
Yash Saini
128
11
0
06 Oct 2021
Towards Joint Intent Detection and Slot Filling via Higher-order Attention
Dongsheng Chen
Zhiqi Huang
Xian Wu
Shen Ge
Yuexian Zou
160
28
0
18 Sep 2021
Traffic Event Detection as a Slot Filling Problem
Traffic Event Detection as a Slot Filling Problem
Xiangyu Yang
Giannis Bekoulis
Nikos Deligiannis
248
8
0
13 Sep 2021
SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent
  Detection and Slot Filling
SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot FillingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021
Fengyu Cai
Wanhao Zhou
Fei Mi
Boi Faltings
144
24
0
26 Aug 2021
An Effective Non-Autoregressive Model for Spoken Language Understanding
An Effective Non-Autoregressive Model for Spoken Language Understanding
Lizhi Cheng
Weijia Jia
Wenmian Yang
OffRL
260
19
0
16 Aug 2021
Lifelong Intent Detection via Multi-Strategy Rebalancing
Lifelong Intent Detection via Multi-Strategy Rebalancing
Qingbin Liu
Xiaoyan Yu
Shizhu He
Kang Liu
Jun Zhao
CLLOffRL
118
17
0
10 Aug 2021
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