A survey of joint intent detection and slot-filling models in natural language understanding

20 January 2021

Papers citing "A survey of joint intent detection and slot-filling models in natural language understanding"

31 / 31 papers shown

Title
CoSDA-ML: Multi-Lingual Code-Switching Data Augmentation for Zero-Shot Cross-Lingual NLP Libo Qin Minheng Ni Yue Zhang Wanxiang Che 78 153 0 11 Jun 2020
Learning to Classify Intents and Slot Labels Given a Handful of Examples Jason Krone Yi Zhang Mona T. Diab VLM 62 47 0 22 Apr 2020
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling Libo Qin Xiao Xu Wanxiang Che Ting Liu 24 4 0 21 Apr 2020
Prior Knowledge Driven Label Embedding for Slot Filling in Natural Language Understanding Su Zhu Zijian Zhao Rao Ma Kai Yu 30 11 0 22 Mar 2020
Parallel Intent and Slot Prediction using MLB Fusion Anmol Bhasin Bharatram S. Natarajan Gaurav Mathur Himanshu Mangla 54 8 0 20 Mar 2020
Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables Zihan Liu Jamin Shin Yan Xu Genta Indra Winata Peng Xu Andrea Madotto Pascale Fung 77 70 0 11 Nov 2019
Improving Slot Filling by Utilizing Contextual Information Amir Pouran Ben Veyseh Franck Dernoncourt Thien Huu Nguyen 30 6 0 05 Nov 2019
Iterative Delexicalization for Improved Spoken Language Understanding Avik Ray Yilin Shen Hongxia Jin 42 7 0 15 Oct 2019
CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding Yijin Liu Fandong Meng Jinchao Zhang Jie Zhou Jinan Xu Jinan Xu 56 72 0 16 Sep 2019
A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding Libo Qin Wanxiang Che Yangming Li Haoyang Wen Ting Liu 85 261 0 05 Sep 2019
Almawave-SLU: A new dataset for SLU in Italian Valentina Bellomaria Giuseppe Castellucci Andrea Favalli Raniero Romagnoli 55 29 0 17 Jul 2019
Multi-Task Networks With Universe, Group, and Task Feature Learning Shiva K. Pentyala Mengwen Liu Markus Dreyer 109 23 0 03 Jul 2019
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling Haihong E Peiqing Niu Zhongfu Chen Meina Song 40 242 0 30 Jun 2019
A Self-Attention Joint Model for Spoken Language Understanding in Situational Dialog Applications Mengyang Chen Jin Zeng Jie Lou 44 8 0 27 May 2019
Survey on Evaluation Methods for Dialogue Systems Jan Deriu Álvaro Rodrigo Arantxa Otegi Guillermo Echegoyen S. Rosset Eneko Agirre Mark Cieliebak 63 282 0 10 May 2019
Cross-lingual transfer learning for spoken language understanding Q. Do Judith Gaspers 54 20 0 03 Apr 2019
Structural Scaffolds for Citation Intent Classification in Scientific Publications Arman Cohan Bridger Waleed Ammar Madeleine van Zuylen Field Cady 52 252 0 02 Apr 2019
Simple, Fast, Accurate Intent Classification and Slot Labeling for Goal-Oriented Dialogue Systems Arshit Gupta John Hewitt Katrin Kirchhoff 34 38 0 19 Mar 2019
BERT for Joint Intent Classification and Slot Filling Qian Chen Zhu Zhuo Wen Wang VLM 76 554 0 28 Feb 2019
A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling Yu Wang Yilin Shen Hongxia Jin 42 198 0 26 Dec 2018
Coupled Representation Learning for Domains, Intents and Slots in Spoken Language Understanding Jihwan Lee Dongchan Kim R. Sarikaya Young-Bum Kim 31 12 0 13 Dec 2018
Unsupervised Transfer Learning for Spoken Language Understanding in Intelligent Agents Aditya Siddhant Anuj Kumar Goyal A. Metallinou 51 51 0 13 Nov 2018
Elastic CRFs for Open-ontology Slot Filling Yinpei Dai Yichi Zhang Hong Liu Zhijian Ou Yanmeng Wang Junlan Feng 74 2 0 04 Nov 2018
Cross-Lingual Transfer Learning for Multilingual Task Oriented Dialog Sebastian Schuster S. Gupta Rushin Shah M. Lewis 73 286 0 31 Oct 2018
Zero-shot User Intent Detection via Capsule Neural Networks Congying Xia Chenwei Zhang Xiaohui Yan Yi-Ju Chang Philip S. Yu 3DPC VLM 67 209 0 02 Sep 2018
Joint Learning of Domain Classification and Out-of-Domain Detection with Dynamic Class Weighting for Satisficing False Acceptance Rates Joo-Kyung Kim Young-Bum Kim 54 51 0 29 Jun 2018
Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces A. Coucke Alaa Saade Adrien Ball Théodore Bluche A. Caulier ... Thibault Gisselbrecht F. Caltagirone Thibaut Lavril Maël Primet Joseph Dureau SyDa 113 825 0 25 May 2018
Deep Cascade Multi-task Learning for Slot Filling in Online Shopping Assistant Yu Gong Xusheng Luo Yu Zhu Wenwu Ou Zhao Li Muhua Zhu Kenny Q. Zhu Lu Duan Xi Chen 55 30 0 30 Mar 2018
Joint Online Spoken Language Understanding and Language Modeling with Recurrent Neural Networks Bing-Quan Liu Ian Lane 56 105 0 06 Sep 2016
Encoder-decoder with Focus-mechanism for Sequence Labelling Based Spoken Language Understanding Su Zhu Kai Yu 66 72 0 06 Aug 2016
Recurrent Neural Networks with External Memory for Language Understanding Baolin Peng Kaisheng Yao RALM 71 49 0 31 May 2015