Recent Advances and Challenges in Task-oriented Dialog System

17 March 2020

Papers citing "Recent Advances and Challenges in Task-oriented Dialog System"

50 / 96 papers shown

Title
Is Your Goal-Oriented Dialog Model Performing Really Well? Empirical Analysis of System-wise Evaluation Ryuichi Takanobu Qi Zhu Jinchao Li Baolin Peng Jianfeng Gao Minlie Huang 16 43 0 15 May 2020
Multi-Agent Task-Oriented Dialog Policy Learning with Role-Aware Reward Decomposition Ryuichi Takanobu Runze Liang Minlie Huang LLMAG 76 54 0 08 Apr 2020
Few-shot Natural Language Generation for Task-Oriented Dialog Baolin Peng Chenguang Zhu Chunyuan Li Xiujun Li Jinchao Li Michael Zeng Jianfeng Gao 41 198 0 27 Feb 2020
CrossWOZ: A Large-Scale Chinese Cross-Domain Task-Oriented Dialogue Dataset Qi Zhu Kaili Huang Zheng Zhang Xiaoyan Zhu Minlie Huang 33 110 0 27 Feb 2020
ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems Qi Zhu Zheng Zhang Yan Fang Xiang Li Ryuichi Takanobu Jinchao Li Baolin Peng Jianfeng Gao Xiaoyan Zhu Minlie Huang 61 105 0 12 Feb 2020
Goal-Oriented Multi-Task BERT-Based Dialogue State Tracker P. Gulyaev E. Elistratova Vasily Konovalov Yuri Kuratov Leonid Pugachev Andrey Kravchenko 44 16 0 05 Feb 2020
End-to-End Trainable Non-Collaborative Dialog System Yu Li Kun Qian Weiyan Shi Zhou Yu 61 45 0 25 Nov 2019
Multi-domain Dialogue State Tracking as Dynamic Knowledge Graph Enhanced Question Answering Li Zhou Kevin Small 34 85 0 07 Nov 2019
Find or Classify? Dual Strategy for Slot-Value Predictions on Multi-Domain Dialog State Tracking Jianguo Zhang Kazuma Hashimoto Chien-Sheng Wu Yao Wan Philip S. Yu R. Socher Caiming Xiong 67 167 0 08 Oct 2019
Task-Oriented Conversation Generation Using Heterogeneous Memory Networks Zehao Lin Xinjing Huang Feng Ji Haiqing Chen Yin Zhang 56 19 0 25 Sep 2019
Entity-Consistent End-to-end Task-Oriented Dialogue System with KB Retriever Libo Qin Yijia Liu Wanxiang Che Haoyang Wen Yangming Li Ting Liu RALM 73 59 0 15 Sep 2019
Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset Abhinav Rastogi Xiaoxue Zang Srinivas Sunkara Raghav Gupta Pranav Khaitan 62 609 0 12 Sep 2019
CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases Tao Yu Rui Zhang H. Er Suyi Li Eric Xue ... Vincent Zhang Caiming Xiong R. Socher Walter S. Lasecki Dragomir R. Radev 40 228 0 11 Sep 2019
Out-of-domain Detection for Natural Language Understanding in Dialog Systems Yinhe Zheng Guanyi Chen Minlie Huang 41 122 0 09 Sep 2019
How to Build User Simulators to Train RL-based Dialog Systems Weiyan Shi Kun Qian Xuewei Wang Zhou Yu OffRL 37 63 0 03 Sep 2019
Scalable and Accurate Dialogue State Tracking via Hierarchical Sequence Generation Liliang Ren Jianmo Ni Julian McAuley 58 80 0 02 Sep 2019
Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset Bill Byrne Karthikeyan K Chinnadhurai Sankar Arvind Neelakantan Daniel Duckworth Semih Yavuz Ben Goodrich Amit Dubey A. Cedilnik Kyu-Young Kim 35 216 0 01 Sep 2019
Guided Dialog Policy Learning: Reward Estimation for Multi-Domain Task-Oriented Dialog Ryuichi Takanobu Hanlin Zhu Minlie Huang 68 90 0 28 Aug 2019
Multi-Granularity Representations of Dialog Shikib Mehri M. Eskénazi BDL 39 5 0 26 Aug 2019
Towards End-to-End Learning for Efficient Dialogue Agent by Modeling Looking-ahead Ability Zhuoxuan Jiang Xian-Ling Mao Ziming Huang Jie Ma Shaochun Li 40 6 0 15 Aug 2019
Dialog State Tracking: A Neural Reading Comprehension Approach Shuyang Gao Abhishek Sethi Sanchit Agarwal Tagyoung Chung Dilek Z. Hakkani-Tür 45 161 0 06 Aug 2019
SUMBT: Slot-Utterance Matching for Universal and Scalable Belief Tracking Hwaran Lee Jinsik Lee Tae-Yoon Kim 37 162 0 17 Jul 2019
Hello, It's GPT-2 -- How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue Systems Paweł Budzianowski Ivan Vulić 57 308 0 12 Jul 2019
Collaborative Multi-Agent Dialogue Model Training Via Reinforcement Learning Alexandros Papangelis Yi-Chia Wang Piero Molino Gokhan Tur 31 32 0 11 Jul 2019
Multi-lingual Intent Detection and Slot Filling in a Joint BERT-based Model Giuseppe Castellucci Valentina Bellomaria Andrea Favalli Raniero Romagnoli VLM 28 74 0 05 Jul 2019
Domain Adaptive Dialog Generation via Meta Learning Kun Qian Zhou Yu VLM OffRL 39 130 0 08 Jun 2019
Pretraining Methods for Dialog Context Representation Learning Shikib Mehri E. Razumovskaia Tiancheng Zhao M. Eskénazi 75 84 0 02 Jun 2019
Semantically Conditioned Dialog Response Generation via Hierarchical Disentangled Self-Attention Wenhu Chen Jianshu Chen Pengda Qin Xifeng Yan William Yang Wang 54 129 0 30 May 2019
Personalizing Dialogue Agents via Meta-Learning Zhaojiang Lin Andrea Madotto Chien-Sheng Wu Pascale Fung 117 181 0 24 May 2019
Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems Chien-Sheng Wu Andrea Madotto Ehsan Hosseini-Asl Caiming Xiong R. Socher Pascale Fung 71 434 0 21 May 2019
Meta-Learning for Low-resource Natural Language Generation in Task-oriented Dialogue Systems Fei Mi Minlie Huang Jiyong Zhang Boi Faltings 58 101 0 14 May 2019
Challenges in Building Intelligent Open-domain Dialog Systems Minlie Huang Xiaoyan Zhu Jianfeng Gao VLM 54 311 0 13 May 2019
ConvLab: Multi-Domain End-to-End Dialog System Platform Sungjin Lee Qi Zhu Ryuichi Takanobu Xiang Li Yaoqin Zhang ... Jinchao Li Baolin Peng Xiujun Li Minlie Huang Jianfeng Gao VLM 70 110 0 18 Apr 2019
Unsupervised Dialog Structure Learning Weiyan Shi Tiancheng Zhao Zhou Yu DRL 45 44 0 07 Apr 2019
BERT for Joint Intent Classification and Slot Filling Qian Chen Zhu Zhuo Wen Wang VLM 46 551 0 28 Feb 2019
Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models Tiancheng Zhao Kaige Xie M. Eskénazi 49 142 0 23 Feb 2019
TransferTransfo: A Transfer Learning Approach for Neural Network Based Conversational Agents Thomas Wolf Victor Sanh Julien Chaumond Clement Delangue 59 495 0 23 Jan 2019
Global-to-local Memory Pointer Networks for Task-Oriented Dialogue Chien-Sheng Wu R. Socher Caiming Xiong 66 165 0 15 Jan 2019
Switch-based Active Deep Dyna-Q: Efficient Adaptive Planning for Task-Completion Dialogue Policy Learning Yuexin Wu Xiujun Li Jingjing Liu Jianfeng Gao Yiming Yang 41 43 0 19 Nov 2018
User Modeling for Task Oriented Dialogues Izzeddin Gur Dilek Z. Hakkani-Tür Gokhan Tur Pararth Shah 100 58 0 11 Nov 2018
Cross-Lingual Transfer Learning for Multilingual Task Oriented Dialog Sebastian Schuster S. Gupta Rushin Shah M. Lewis 51 284 0 31 Oct 2018
Towards Universal Dialogue State Tracking Liliang Ren Kaige Xie Lu Chen Kai Yu 50 122 0 22 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 953 93,936 0 11 Oct 2018
MultiWOZ -- A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling Paweł Budzianowski Tsung-Hsien Wen Bo-Hsiang Tseng I. Casanueva Stefan Ultes Osman Ramadan Milica Gasic 130 1,306 0 29 Sep 2018
Neural Approaches to Conversational AI Jianfeng Gao Michel Galley Lihong Li 74 672 0 21 Sep 2018
Decoupling Strategy and Generation in Negotiation Dialogues He He Derek Chen Anusha Balakrishnan Percy Liang 43 178 0 29 Aug 2018
Discriminative Deep Dyna-Q: Robust Planning for Dialogue Policy Learning Shang-Yu Su Xiujun Li Jianfeng Gao Jingjing Liu Yun-Nung Chen OffRL 43 67 0 28 Aug 2018
Microsoft Dialogue Challenge: Building End-to-End Task-Completion Dialogue Systems Xiujun Li Yu Wang Siqi Sun Sarah Panda Jingjing Liu Jianfeng Gao LMTD 35 103 0 29 Jul 2018
Sequence-to-Sequence Learning for Task-oriented Dialogue with Dialogue State Representation Haoyang Wen Yijia Liu Wanxiang Che Libo Qin Ting Liu 50 54 0 12 Jun 2018
Adversarial Learning of Task-Oriented Neural Dialog Models Bing-Quan Liu Ian Lane OffRL 34 39 0 30 May 2018