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Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System

29 September 2021

Papers citing "Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System"

50 / 61 papers shown

Title
Can a Single Model Master Both Multi-turn Conversations and Tool Use? CoALM: A Unified Conversational Agentic Language Model Emre Can Acikgoz Jeremiah Greer Akul Datta Ze Yang William Zeng Oussama Elachqar Emmanouil Koukoumidis Dilek Hakkani-Tur Gokhan Tur LLMAG 135 3 0 20 Feb 2025
In-Context Learning for Few-Shot Dialogue State Tracking Yushi Hu Chia-Hsuan Lee Tianbao Xie Tao Yu Noah A. Smith Mari Ostendorf BDL 86 61 0 16 Mar 2022
GALAXY: A Generative Pre-trained Model for Task-Oriented Dialog with Semi-Supervised Learning and Explicit Policy Injection Wanwei He Yinpei Dai Yinhe Zheng Yuchuan Wu Zhen Cao ... Min Yang Feiling Huang Luo Si Jian Sun Yongbin Li VLM 79 158 0 29 Nov 2021
Plan-then-Generate: Controlled Data-to-Text Generation via Planning Yixuan Su David Vandyke Sihui Wang Yimai Fang Nigel Collier 109 81 0 31 Aug 2021
Few-Shot Table-to-Text Generation with Prototype Memory Yixuan Su Zaiqiao Meng Simon Baker Nigel Collier 64 32 0 27 Aug 2021
Dialogue State Tracking with Multi-Level Fusion of Predicted Dialogue States and Conversations Jingyao Zhou Haipang Wu Zehao Lin Guodun Li Yin Zhang 142 10 0 12 Jul 2021
Pretraining the Noisy Channel Model for Task-Oriented Dialogue Qi Liu Lei Yu Laura Rimell Phil Blunsom 82 26 0 18 Mar 2021
Muppet: Massive Multi-task Representations with Pre-Finetuning Armen Aghajanyan Anchit Gupta Akshat Shrivastava Xilun Chen Luke Zettlemoyer Sonal Gupta 76 268 0 26 Jan 2021
UBAR: Towards Fully End-to-End Task-Oriented Dialog Systems with GPT-2 Yunyi Yang Yunhao Li Xiaojun Quan 84 190 0 07 Dec 2020
Hierarchical Transformer for Task Oriented Dialog Systems Bishal Santra P. Anusha Pawan Goyal 53 27 0 24 Oct 2020
MinTL: Minimalist Transfer Learning for Task-Oriented Dialogue Systems Zhaojiang Lin Andrea Madotto Genta Indra Winata Pascale Fung 74 172 0 25 Sep 2020
A Probabilistic End-To-End Task-Oriented Dialog Model with Latent Belief States towards Semi-Supervised Learning Yichi Zhang Zhijian Ou Huixin Wang Junlan Feng RALM 65 67 0 17 Sep 2020
A Contextual Hierarchical Attention Network with Adaptive Objective for Dialogue State Tracking Yong Shan Zekang Li Jinchao Zhang Fandong Meng Yang Feng Cheng Niu Jie Zhou 55 53 0 02 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 808 42,055 0 28 May 2020
TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking Michael Heck Carel van Niekerk Nurul Lubis Christian Geishauser Hsien-Chin Lin Marco Moresi Milica Gavsić 70 221 0 06 May 2020
A Simple Language Model for Task-Oriented Dialogue Ehsan Hosseini-Asl Bryan McCann Chien-Sheng Wu Semih Yavuz R. Socher 88 528 0 02 May 2020
TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogue Chien-Sheng Wu Guosheng Lin R. Socher Caiming Xiong 61 323 0 15 Apr 2020
Prototype-to-Style: Dialogue Generation with Style-Aware Editing on Retrieval Memory Yixuan Su Yan Wang Simon Baker Deng Cai Xiaojiang Liu Anna Korhonen Nigel Collier 72 31 0 05 Apr 2020
Efficient Intent Detection with Dual Sentence Encoders I. Casanueva Tadas Temvcinas D. Gerz Matthew Henderson Ivan Vulić VLM 368 474 0 10 Mar 2020
Task-Oriented Dialog Systems that Consider Multiple Appropriate Responses under the Same Context Yichi Zhang Zhijian Ou Zhou Yu 122 182 0 24 Nov 2019
The Eighth Dialog System Technology Challenge Seokhwan Kim Michel Galley Chulaka Gunasekara Sungjin Lee Adam Atkinson ... Tim K. Marks Abhinav Rastogi Xiaoxue Zang Srinivas Sunkara Raghav Gupta VLM 63 65 0 14 Nov 2019
Efficient Dialogue State Tracking by Selectively Overwriting Memory Sungdong Kim Sohee Yang Gyuwan Kim Sang-Woo Lee 119 195 0 10 Nov 2019
ConveRT: Efficient and Accurate Conversational Representations from Transformers Matthew Henderson I. Casanueva Nikola Mrkvsić Pei-hao Su Tsung-Hsien Ivan Vulić 87 198 0 09 Nov 2019
Multi-domain Dialogue State Tracking as Dynamic Knowledge Graph Enhanced Question Answering Li Zhou Kevin Small 57 85 0 07 Nov 2019
DialoGPT: Large-Scale Generative Pre-training for Conversational Response Generation Yizhe Zhang Siqi Sun Michel Galley Yen-Chun Chen Chris Brockett Xiang Gao Jianfeng Gao Jingjing Liu W. Dolan VLM 185 1,524 0 01 Nov 2019
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 249 10,829 0 29 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 442 20,181 0 23 Oct 2019
PLATO: Pre-trained Dialogue Generation Model with Discrete Latent Variable Siqi Bao H. He Fan Wang Hua Wu Haifeng Wang 60 270 0 17 Oct 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 76 167 0 08 Oct 2019
Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset Abhinav Rastogi Xiaoxue Zang Srinivas Sunkara Raghav Gupta Pranav Khaitan 74 613 0 12 Sep 2019
MOSS: End-to-End Dialog System Framework with Modular Supervision Weixin Liang Youzhi Tian Chengcai Chen Zhou Yu 60 51 0 12 Sep 2019
An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction Stefan Larson Anish Mahendran Joseph Peper Christopher Clarke Andrew Lee ... Jonathan K. Kummerfeld Kevin Leach M. Laurenzano Lingjia Tang Jason Mars 110 530 0 04 Sep 2019
Scalable and Accurate Dialogue State Tracking via Hierarchical Sequence Generation Liliang Ren Jianmo Ni Julian McAuley 74 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 48 218 0 01 Sep 2019
Flexibly-Structured Model for Task-Oriented Dialogues Lei Shu Piero Molino Mahdi Namazifar Hu Xu Bing-Quan Liu H. Zheng Gokhan Tur 38 17 0 06 Aug 2019
Dialog State Tracking: A Neural Reading Comprehension Approach Shuyang Gao Abhishek Sethi Sanchit Agarwal Tagyoung Chung Dilek Z. Hakkani-Tür 50 161 0 06 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 665 24,464 0 26 Jul 2019
Structured Fusion Networks for Dialog Shikib Mehri Tejas Srinivasan M. Eskénazi 97 88 0 23 Jul 2019
SUMBT: Slot-Utterance Matching for Universal and Scalable Belief Tracking Hwaran Lee Jinsik Lee Tae-Yoon Kim 42 162 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 70 310 0 12 Jul 2019
Multilingual Universal Sentence Encoder for Semantic Retrieval Yinfei Yang Daniel Cer Amin Ahmad Mandy Guo Jax Law ... Steve Yuan Chris Tar Yun-hsuan Sung B. Strope R. Kurzweil 3DV 78 478 0 09 Jul 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 232 8,433 0 19 Jun 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 86 436 0 21 May 2019
Unifying Question Answering, Text Classification, and Regression via Span Extraction N. Keskar Bryan McCann Caiming Xiong R. Socher BDL 46 21 0 19 Apr 2019
TransferTransfo: A Transfer Learning Approach for Neural Network Based Conversational Agents Thomas Wolf Victor Sanh Julien Chaumond Clement Delangue 76 497 0 23 Jan 2019
Toward Scalable Neural Dialogue State Tracking Model E. Nouri Ehsan Hosseini-Asl BDL 58 80 0 03 Dec 2018
Sentence Encoders on STILTs: Supplementary Training on Intermediate Labeled-data Tasks Jason Phang Thibault Févry Samuel R. Bowman 99 468 0 02 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 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 170 1,319 0 29 Sep 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 45 104 0 29 Jul 2018