BERT for Joint Intent Classification and Slot Filling

28 February 2019

Qian Chen

Zhu Zhuo

Wen Wang

VLM

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Papers citing "BERT for Joint Intent Classification and Slot Filling"

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Title
Syntax-augmented Multilingual BERT for Cross-lingual Transfer Wasi Uddin Ahmad Haoran Li Kai-Wei Chang Yashar Mehdad 44 34 0 03 Jun 2021
Picking Pearl From Seabed: Extracting Artefacts from Noisy Issue Triaging Collaborative Conversations for Hybrid Cloud Services A. Azad Supriyo Ghosh Ajay Gupta Harshit Kumar P. Mohapatra 19 11 0 31 May 2021
Novel Slot Detection: A Benchmark for Discovering Unknown Slot Types in the Task-Oriented Dialogue System Yanan Wu Zhiyuan Zeng Keqing He Hong Xu Yuanmeng Yan Huixing Jiang Weiran Xu 11 8 0 29 May 2021
Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling Yutai Hou Y. Lai Cheng Chen Wanxiang Che Ting Liu 20 13 0 25 May 2021
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding Rob van der Goot Ibrahim Sharaf Aizhan Imankulova Ahmet Üstün Marija Stepanović Alan Ramponi Siti Oryza Khairunnisa Mamoru Komachi Barbara Plank 25 49 0 15 May 2021
Out-of-Scope Domain and Intent Classification through Hierarchical Joint Modeling Peng Liu Kun Li Helen Meng 14 2 0 30 Apr 2021
Teaching a Massive Open Online Course on Natural Language Processing Ekaterina Artemova M. Apishev V. Sarkisyan Sergey Aksenov D. Kirjanov O. Serikov VLM 19 4 0 26 Apr 2021
Pre-training for Spoken Language Understanding with Joint Textual and Phonetic Representation Learning Qian Chen Wen Wang Qinglin Zhang 19 10 0 21 Apr 2021
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems E. Razumovskaia Goran Glavaš Olga Majewska Edoardo Ponti Anna Korhonen Ivan Vulić 33 32 0 17 Apr 2021
Integration of Pre-trained Networks with Continuous Token Interface for End-to-End Spoken Language Understanding S. Seo Donghyun Kwak Bowon Lee 32 33 0 15 Apr 2021
On the Robustness of Intent Classification and Slot Labeling in Goal-oriented Dialog Systems to Real-world Noise Sailik Sengupta Jason Krone Saab Mansour NoLa 19 12 0 14 Apr 2021
Intent Detection and Slot Filling for Vietnamese M. Dao Thinh Hung Truong Dat Quoc Nguyen VLM 37 35 0 05 Apr 2021
Attention, please! A survey of Neural Attention Models in Deep Learning Alana de Santana Correia Esther Luna Colombini HAI 23 175 0 31 Mar 2021
Automatic Intent-Slot Induction for Dialogue Systems Zengfeng Zeng Dan Ma Haiqing Yang Zhen Gou Jianping Shen 19 16 0 16 Mar 2021
Multilingual Code-Switching for Zero-Shot Cross-Lingual Intent Prediction and Slot Filling Jitin Krishnan Antonios Anastasopoulos Hemant Purohit Huzefa Rangwala 53 41 0 13 Mar 2021
A Result based Portable Framework for Spoken Language Understanding Lizhi Cheng Weijia Jia Wenmian Yang 31 8 0 10 Mar 2021
A Survey on Spoken Language Understanding: Recent Advances and New Frontiers Libo Qin Tianbao Xie Wanxiang Che Ting Liu VLM 23 89 0 04 Mar 2021
Joint Intent Detection And Slot Filling Based on Continual Learning Model Yanfei Hui Jianzong Wang Ning Cheng Fengying Yu Tianbo Wu Jing Xiao 11 15 0 22 Feb 2021
Do as I mean, not as I say: Sequence Loss Training for Spoken Language Understanding Milind Rao Pranav Dheram Gautam Tiwari A. Raju J. Droppo Ariya Rastrow A. Stolcke 18 17 0 12 Feb 2021
Speech-language Pre-training for End-to-end Spoken Language Understanding Yao Qian Ximo Bian Yu Shi Naoyuki Kanda Leo Shen Zhen Xiao Michael Zeng AuLLM 32 45 0 11 Feb 2021
Joint Intent Detection and Slot Filling with Wheel-Graph Attention Networks Pengfei Wei Bi Zeng Wenxiong Liao 21 7 0 09 Feb 2021
Confusion2vec 2.0: Enriching Ambiguous Spoken Language Representations with Subwords Prashanth Gurunath Shivakumar P. Georgiou Shrikanth Narayanan 12 1 0 03 Feb 2021
El Volumen Louder Por Favor: Code-switching in Task-oriented Semantic Parsing Arash Einolghozati Abhinav Arora Lorena Sainz-Maza Lecanda Anuj Kumar Sonal Gupta 50 9 0 26 Jan 2021
A survey of joint intent detection and slot-filling models in natural language understanding H. Weld Xiaoqi Huang Siqi Long Josiah Poon S. Han VLM 9 1 0 20 Jan 2021
A modular vision language navigation and manipulation framework for long horizon compositional tasks in indoor environment Homagni Saha Fateme Fotouhif Qisai Liu S. Sarkar LM&Ro 11 8 0 19 Jan 2021
Intent Classification and Slot Filling for Privacy Policies Wasi Uddin Ahmad Jianfeng Chi Tu Le Thomas B. Norton Yuan Tian Kai-Wei Chang 21 23 0 01 Jan 2021
Encoding Syntactic Knowledge in Transformer Encoder for Intent Detection and Slot Filling Jixuan Wang Kai Wei Martin H. Radfar Weiwei Zhang Clement Chung 23 35 0 21 Dec 2020
Segmenting Natural Language Sentences via Lexical Unit Analysis Yangming Li Lemao Liu Shuming Shi 30 5 0 10 Dec 2020
Interactive Teaching for Conversational AI Q. Ping Fei Niu Govind Thattai Joel Chengottusseriyil Qiaozi Gao Aishwarya N. Reganti Prashanth Rajagopal Gokhan Tur Dilek Z. Hakkani-Tür Prem Nataraja 6 6 0 02 Dec 2020
Meta learning to classify intent and slot labels with noisy few shot examples Shang-Wen Li Jason Krone Shuyan Dong Yi Zhang Yaser Al-Onaizan NoLa VLM 23 6 0 30 Nov 2020
AutoNLU: An On-demand Cloud-based Natural Language Understanding System for Enterprises Nham Le T. Lai Trung Bui Doo Soon Kim 23 0 0 26 Nov 2020
mForms : Multimodal Form-Filling with Question Answering Larry Heck S. Heck Anirudh S. Sundar 59 6 0 24 Nov 2020
KddRES: A Multi-level Knowledge-driven Dialogue Dataset for Restaurant Towards Customized Dialogue System Hongru Wang Min Li Zimo Zhou Gabriel Pui Cheong Fung Kam-Fai Wong 21 5 0 17 Nov 2020
Towards Semi-Supervised Semantics Understanding from Speech Cheng-I Jeff Lai Jin Cao S. Bodapati Shang-Wen Li SSL 22 7 0 11 Nov 2020
To What Degree Can Language Borders Be Blurred In BERT-based Multilingual Spoken Language Understanding? Q. Do Judith Gaspers Tobias Röding Melanie Bradford 21 4 0 10 Nov 2020
Language Model is All You Need: Natural Language Understanding as Question Answering Mahdi Namazifar Alexandros Papangelis Gokhan Tur Dilek Z. Hakkani-Tür 21 47 0 05 Nov 2020
Warped Language Models for Noise Robust Language Understanding Mahdi Namazifar Gokhan Tur Dilek Z. Hakkani-Tür 17 7 0 03 Nov 2020
Recent Neural Methods on Slot Filling and Intent Classification for Task-Oriented Dialogue Systems: A Survey Samuel Louvan Bernardo Magnini 21 107 0 01 Nov 2020
Semi-Supervised Spoken Language Understanding via Self-Supervised Speech and Language Model Pretraining Cheng-I Jeff Lai Yung-Sung Chuang Hung-yi Lee Shang-Wen Li James R. Glass VLM SSL 27 58 0 26 Oct 2020
FLIN: A Flexible Natural Language Interface for Web Navigation Sahisnu Mazumder Oriana Riva LRM 48 23 0 24 Oct 2020
Open-Domain Frame Semantic Parsing Using Transformers Aditya Kalyanpur Or Biran Tom Breloff Jennifer Chu-Carroll Ariel Diertani Owen Rambow Mark Sammons 26 18 0 21 Oct 2020
Example-Driven Intent Prediction with Observers Shikib Mehri Mihail Eric 33 39 0 17 Oct 2020
MultiWOZ 2.3: A multi-domain task-oriented dialogue dataset enhanced with annotation corrections and co-reference annotation Ting Han Ximing Liu Ryuichi Takanobu Yixin Lian Chongxuan Huang Dazhen Wan Wei Peng Minlie Huang 40 67 0 12 Oct 2020
Compressing Transformer-Based Semantic Parsing Models using Compositional Code Embeddings P. Prakash Saurabh Kumar Shashidhar Wenlong Zhao Subendhu Rongali Haidar Khan Michael Kayser 22 5 0 10 Oct 2020
Injecting Word Information with Multi-Level Word Adapter for Chinese Spoken Language Understanding Dechuan Teng Libo Qin Wanxiang Che Sendong Zhao Ting Liu 6 10 0 08 Oct 2020
A Co-Interactive Transformer for Joint Slot Filling and Intent Detection Libo Qin Tailu Liu Wanxiang Che Bingbing Kang Sendong Zhao Ting Liu ViT 13 117 0 08 Oct 2020
SlotRefine: A Fast Non-Autoregressive Model for Joint Intent Detection and Slot Filling Di Wu Liang Ding Fan Lu Jian Xie VLM BDL 29 80 0 06 Oct 2020
STIL -- Simultaneous Slot Filling, Translation, Intent Classification, and Language Identification: Initial Results using mBART on MultiATIS++ Jack G. M. FitzGerald 24 13 0 02 Oct 2020
Cross-lingual Spoken Language Understanding with Regularized Representation Alignment Zihan Liu Genta Indra Winata Peng Xu Zhaojiang Lin Pascale Fung 18 14 0 30 Sep 2020
Conversational Semantic Parsing Armen Aghajanyan Jean Maillard Akshat Shrivastava K. Diedrick Mike Haeger ... Yashar Mehdad Ves Stoyanov Anuj Kumar M. Lewis S. Gupta 19 48 0 28 Sep 2020