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
Template-based Approach to Zero-shot Intent Recognition Dmitry Lamanov Pavel Burnyshev Ekaterina Artemova Valentin Malykh A. Bout Irina Piontkovskaya 20 9 0 22 Jun 2022
Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems Jack G. M. FitzGerald Shankar Ananthakrishnan Konstantine Arkoudas Davide Bernardi Abhishek Bhagia ... Pan Wei Haiyang Yu Shuai Zheng Gokhan Tur Premkumar Natarajan ELM 14 30 0 15 Jun 2022
TAGPRIME: A Unified Framework for Relational Structure Extraction I-Hung Hsu Kuan-Hao Huang Shuning Zhang Wen-Huang Cheng Premkumar Natarajan Kai-Wei Chang Nanyun Peng 16 11 0 25 May 2022
Multilingual Extraction and Categorization of Lexical Collocations with Graph-aware Transformers Luis Espinosa-Anke A. Shvets Alireza Mohammadshahi James Henderson Leo Wanner 25 4 0 23 May 2022
Calibrate and Refine! A Novel and Agile Framework for ASR-error Robust Intent Detection Peilin Zhou Dading Chong Helin Wang Qingcheng Zeng 24 5 0 23 May 2022
Enhancing Slot Tagging with Intent Features for Task Oriented Natural Language Understanding using BERT Shruthi Hariharan Vignesh Kumar Krishnamurthy Jayantha Gowda Sarapanahalli VLM 27 0 0 19 May 2022
An Evaluation Framework for Legal Document Summarization Ankan Mullick Abhilash Nandy M. Kapadnis Sohan Patnaik R. Raghav Roshni Kar AILaw ELM 11 7 0 17 May 2022
A Fast Attention Network for Joint Intent Detection and Slot Filling on Edge Devices Liang Huang Senjie Liang Feiyang Ye Nan Gao 57 4 0 16 May 2022
Label-aware Multi-level Contrastive Learning for Cross-lingual Spoken Language Understanding Shining Liang Linjun Shou Jian Pei Ming Gong Wanli Zuo Xianglin Zuo Daxin Jiang 33 7 0 07 May 2022
Fine-grained Intent Classification in the Legal Domain Ankan Mullick Abhilash Nandy M. Kapadnis Sohan Patnaik R. Raghav AILaw 13 9 0 06 May 2022
NLU++: A Multi-Label, Slot-Rich, Generalisable Dataset for Natural Language Understanding in Task-Oriented Dialogue I. Casanueva Ivan Vulić Georgios P. Spithourakis Paweł Budzianowski 29 10 0 27 Apr 2022
MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages Jack G. M. FitzGerald C. Hench Charith Peris Scott Mackie Kay Rottmann ... Laurie Crist Misha Britan Wouter Leeuwis Gokhan Tur Premkumar Natarajan 18 126 0 18 Apr 2022
Gaining Insights into Unrecognized User Utterances in Task-Oriented Dialog Systems Ella Rabinovich Matan Vetzler David Boaz Vineet Kumar Gaurav Pandey Ateret Anaby-Tavor 16 7 0 11 Apr 2022
Improved and Efficient Conversational Slot Labeling through Question Answering Gabor Fuisz Ivan Vulić Samuel Gibbons I. Casanueva Paweł Budzianowski 23 11 0 05 Apr 2022
Graph Enhanced BERT for Query Understanding Juanhui Li Yao Ma Weizhen Zeng Suqi Cheng Jiliang Tang Shuaiqiang Wang Dawei Yin 29 7 0 03 Apr 2022
Multi-task RNN-T with Semantic Decoder for Streamable Spoken Language Understanding Xuandi Fu Feng-Ju Chang Martin H. Radfar Kailin Wei Jing Liu Grant P. Strimel Kanthashree Mysore Sathyendra 21 4 0 01 Apr 2022
CrossAligner & Co: Zero-Shot Transfer Methods for Task-Oriented Cross-lingual Natural Language Understanding Milan Gritta Ruoyu Hu Ignacio Iacobacci 39 12 0 18 Mar 2022
A Survey on Recent Advances and Challenges in Reinforcement Learning Methods for Task-Oriented Dialogue Policy Learning Wai-Chung Kwan Hongru Wang Huimin Wang Kam-Fai Wong OffRL 38 43 0 28 Feb 2022
Bi-directional Joint Neural Networks for Intent Classification and Slot Filling S. Han Siqu Long Huichun Li H. Weld Josiah Poon 43 16 0 26 Feb 2022
LMN at SemEval-2022 Task 11: A Transformer-based System for English Named Entity Recognition Ngoc Minh Lai 27 3 0 13 Feb 2022
Convex Polytope Modelling for Unsupervised Derivation of Semantic Structure for Data-efficient Natural Language Understanding Jingyan Zhou Xiaohan Feng King Keung Wu Helen Meng 12 1 0 25 Jan 2022
Sequence-to-Sequence Models for Extracting Information from Registration and Legal Documents Ramon Pires Fábio Souza G. Rosa R. Lotufo Rodrigo Nogueira 24 4 0 14 Jan 2022
One System to Rule them All: a Universal Intent Recognition System for Customer Service Chatbots Juan Camilo Vásquez-Correa J. Guerrero-Sierra Jose Luis Pemberty-Tamayo Juan Esteban Jaramillo Andres Felipe Tejada-Castro 39 4 0 15 Dec 2021
Few-Shot NLU with Vector Projection Distance and Abstract Triangular CRF Su Zhu Lu Chen Ruisheng Cao Zhi Chen Qingliang Miao Kai Yu 24 2 0 09 Dec 2021
Controllable Response Generation for Assistive Use-cases Shachi H. Kumar Hsuan Su R. Manuvinakurike Saurav Sahay L. Nachman 27 1 0 04 Dec 2021
NATURE: Natural Auxiliary Text Utterances for Realistic Spoken Language Evaluation David Alfonso-Hermelo Ahmad Rashid Abbas Ghaddar Huawei Noah’s Mehdi Rezagholizadeh 39 2 0 09 Nov 2021
A Review of Dialogue Systems: From Trained Monkeys to Stochastic Parrots Atharv Singh Patlan Shiven Tripathi S. Korde OffRL 18 2 0 02 Nov 2021
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey Bonan Min Hayley L Ross Elior Sulem Amir Pouran Ben Veyseh Thien Huu Nguyen Oscar Sainz Eneko Agirre Ilana Heinz Dan Roth LM&MA VLM AI4CE 83 1,038 0 01 Nov 2021
Improved Goal Oriented Dialogue via Utterance Generation and Look Ahead Hong Huang Boaz Carmeli Ateret Anaby-Tavor 35 2 0 24 Oct 2021
Intent-based Product Collections for E-commerce using Pretrained Language Models Hiun Kim Jisu Jeong KyungHyun Kim Dongjun Lee Hyun Dong Lee Dongpil Seo Jeeseung Han Dong Wook Park J. Heo Rak Yeong Kim 51 2 0 15 Oct 2021
AutoNLU: Detecting, root-causing, and fixing NLU model errors P. Sethi Denis Savenkov Forough Arabshahi Jack Goetz Micaela Tolliver Nicolas Scheffer I. Kabul Yue Liu Ahmed Aly 23 4 0 12 Oct 2021
Call Larisa Ivanovna: Code-Switching Fools Multilingual NLU Models Alexey Birshert Ekaterina Artemova 45 2 0 29 Sep 2021
Reinforced Natural Language Interfaces via Entropy Decomposition Xiaoran Wu Yipeng Kang LLMAG 30 0 0 23 Sep 2021
Coarse2Fine: Fine-grained Text Classification on Coarsely-grained Annotated Data Dheeraj Mekala Varun Gangal Jingbo Shang AI4TS 40 22 0 22 Sep 2021
DyLex: Incorporating Dynamic Lexicons into BERT for Sequence Labeling Baojun Wang Zhao Zhang Kun Xu Guang-Yuan Hao Yuyang Zhang Lifeng Shang Linlin Li Xiao Chen Xin Jiang Qun Liu 31 6 0 18 Sep 2021
Traffic Event Detection as a Slot Filling Problem Xiangyu Yang Giannis Bekoulis Nikos Deligiannis 22 5 0 13 Sep 2021
TopicRefine: Joint Topic Prediction and Dialogue Response Generation for Multi-turn End-to-End Dialogue System Hongru Wang Mingyu Cui Zimo Zhou Gabriel Pui Cheong Fung Kam-Fai Wong BDL 22 10 0 11 Sep 2021
CINS: Comprehensive Instruction for Few-shot Learning in Task-oriented Dialog Systems Fei Mi Yitong Li Yasheng Wang Xin Jiang Qun Liu 30 43 0 10 Sep 2021
Semantic Parsing in Task-Oriented Dialog with Recursive Insertion-based Encoder Elman Mansimov Yi Zhang 130 15 0 09 Sep 2021
Joint model for intent and entity recognition Petr Lorenc VLM 29 3 0 07 Sep 2021
Transfer Learning for Multi-lingual Tasks -- a Survey A. Jafari Behnam Heidary R. Farahbakhsh Mostafa Salehi Mahdi Jalili LRM 29 5 0 28 Aug 2021
SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling Fengyu Cai Wanhao Zhou Fei Mi Boi Faltings 17 19 0 26 Aug 2021
MCML: A Novel Memory-based Contrastive Meta-Learning Method for Few Shot Slot Tagging Hongru Wang Zezhong Wang Gabriel Pui Cheong Fung Kam-Fai Wong OffRL CLL 32 10 0 26 Aug 2021
Augmenting Slot Values and Contexts for Spoken Language Understanding with Pretrained Models Haitao Lin Lu Xiang Yu Zhou Jiajun Zhang Chengqing Zong 24 2 0 19 Aug 2021
An Effective Non-Autoregressive Model for Spoken Language Understanding Lizhi Cheng Weijia Jia Wenmian Yang OffRL 29 15 0 16 Aug 2021
Zero-shot Task Transfer for Invoice Extraction via Class-aware QA Ensemble Prithiviraj Damodaran Prabhkaran Singh Josemon Achankuju 22 2 0 13 Aug 2021
On joint training with interfaces for spoken language understanding A. Raju Milind Rao Gautam Tiwari Pranav Dheram Bryan Anderson Zhe Zhang Chul Lee Bach Bui Ariya Rastrow VLM 21 11 0 30 Jun 2021
Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU Yilin Shen Yen-Chang Hsu Avik Ray Hongxia Jin 27 37 0 28 Jun 2021
GenSF: Simultaneous Adaptation of Generative Pre-trained Models and Slot Filling Shikib Mehri M. Eskénazi AI4CE 23 16 0 13 Jun 2021
An Adversarial Learning based Multi-Step Spoken Language Understanding System through Human-Computer Interaction Yu Wang Yilin Shen Hongxia Jin 19 3 0 06 Jun 2021