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Robust Conversational AI with Grounded Text Generation

Sep 07, 2020
Jianfeng Gao, Baolin Peng, Chunyuan Li, Jinchao Li, Shahin Shayandeh, Lars Liden, Heung-Yeung Shum


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Meta Dialogue Policy Learning

Jun 03, 2020
Yumo Xu, Chenguang Zhu, Baolin Peng, Michael Zeng

* 10 pages, 3 figures 

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Is Your Goal-Oriented Dialog Model Performing Really Well? Empirical Analysis of System-wise Evaluation

May 15, 2020
Ryuichi Takanobu, Qi Zhu, Jinchao Li, Baolin Peng, Jianfeng Gao, Minlie Huang

* SIGDIAL 2020 long paper 

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SOLOIST: Few-shot Task-Oriented Dialog with A Single Pre-trained Auto-regressive Model

May 14, 2020
Baolin Peng, Chunyuan Li, Jinchao Li, Shahin Shayandeh, Lars Liden, Jianfeng Gao

* 10 pages; Project Website: https://aka.ms/soloist 

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Conversation Learner -- A Machine Teaching Tool for Building Dialog Managers for Task-Oriented Dialog Systems

May 01, 2020
Swadheen Shukla, Lars Liden, Shahin Shayandeh, Eslam Kamal, Jinchao Li, Matt Mazzola, Thomas Park, Baolin Peng, Jianfeng Gao

* Accepted to ACL 2020 Demonstration Track 

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Task-oriented Dialogue System for Automatic Disease Diagnosis via Hierarchical Reinforcement Learning

Apr 29, 2020
Kangenbei Liao, Qianlong Liu, Zhongyu Wei, Baolin Peng, Qin Chen, Weijian Sun, Xuanjing Huang


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Data Augmentation for Spoken Language Understanding via Pretrained Models

Apr 29, 2020
Baolin Peng, Chenguang Zhu, Michael Zeng, Jianfeng Gao

* 6 pages, 1 figure 

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Guided Dialog Policy Learning without Adversarial Learning in the Loop

Apr 07, 2020
Ziming Li, Sungjin Lee, Baolin Peng, Jinchao Li, Shahin Shayandeh, Jianfeng Gao

* 10 pages 

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Optimus: Organizing Sentences via Pre-trained Modeling of a Latent Space

Apr 05, 2020
Chunyuan Li, Xiang Gao, Yuan Li, Xiujun Li, Baolin Peng, Yizhe Zhang, Jianfeng Gao


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Few-shot Natural Language Generation for Task-Oriented Dialog

Feb 27, 2020
Baolin Peng, Chenguang Zhu, Chunyuan Li, Xiujun Li, Jinchao Li, Michael Zeng, Jianfeng Gao

* Project website: https://aka.ms/scgpt ; Code and data: https://github.com/pengbaolin/SC-GPT 

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ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems

Feb 12, 2020
Qi Zhu, Zheng Zhang, Yan Fang, Xiang Li, Ryuichi Takanobu, Jinchao Li, Baolin Peng, Jianfeng Gao, Xiaoyan Zhu, Minlie Huang


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The Eighth Dialog System Technology Challenge

Nov 14, 2019
Seokhwan Kim, Michel Galley, Chulaka Gunasekara, Sungjin Lee, Adam Atkinson, Baolin Peng, Hannes Schulz, Jianfeng Gao, Jinchao Li, Mahmoud Adada, Minlie Huang, Luis Lastras, Jonathan K. Kummerfeld, Walter S. Lasecki, Chiori Hori, Anoop Cherian, Tim K. Marks, Abhinav Rastogi, Xiaoxue Zang, Srinivas Sunkara, Raghav Gupta

* Submitted to NeurIPS 2019 3rd Conversational AI Workshop 

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ConvLab: Multi-Domain End-to-End Dialog System Platform

Apr 18, 2019
Sungjin Lee, Qi Zhu, Ryuichi Takanobu, Xiang Li, Yaoqin Zhang, Zheng Zhang, Jinchao Li, Baolin Peng, Xiujun Li, Minlie Huang, Jianfeng Gao


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Deep Dyna-Q: Integrating Planning for Task-Completion Dialogue Policy Learning

May 23, 2018
Baolin Peng, Xiujun Li, Jianfeng Gao, Jingjing Liu, Kam-Fai Wong, Shang-Yu Su

* 11 pages, 8 figures, Accepted in ACL 2018 

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Adversarial Advantage Actor-Critic Model for Task-Completion Dialogue Policy Learning

Feb 08, 2018
Baolin Peng, Xiujun Li, Jianfeng Gao, Jingjing Liu, Yun-Nung Chen, Kam-Fai Wong

* 5 pages, 3 figures, ICASSP 2018 

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Composite Task-Completion Dialogue Policy Learning via Hierarchical Deep Reinforcement Learning

Jul 22, 2017
Baolin Peng, Xiujun Li, Lihong Li, Jianfeng Gao, Asli Celikyilmaz, Sungjin Lee, Kam-Fai Wong

* 12 pages, 8 figures 

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Word Embedding based Correlation Model for Question/Answer Matching

Nov 26, 2016
Yikang Shen, Wenge Rong, Nan Jiang, Baolin Peng, Jie Tang, Zhang Xiong

* AAAI (2017) 3511--3517 
* 8 pages, 2 figures 

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An Attentional Neural Conversation Model with Improved Specificity

Jun 03, 2016
Kaisheng Yao, Baolin Peng, Geoffrey Zweig, Kam-Fai Wong


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Attention with Intention for a Neural Network Conversation Model

Nov 05, 2015
Kaisheng Yao, Geoffrey Zweig, Baolin Peng


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Towards Neural Network-based Reasoning

Aug 22, 2015
Baolin Peng, Zhengdong Lu, Hang Li, Kam-Fai Wong


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Recurrent Neural Networks with External Memory for Language Understanding

May 31, 2015
Baolin Peng, Kaisheng Yao

* submitted to Interspeech 2015 

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