Why are Sequence-to-Sequence Models So Dull? Understanding the Low-Diversity Problem of Chatbots

6 September 2018

Maarten de Rijke

Papers citing "Why are Sequence-to-Sequence Models So Dull? Understanding the Low-Diversity Problem of Chatbots"

27 / 27 papers shown

Title
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 298 30,152 0 01 Mar 2022
Avoiding Echo-Responses in a Retrieval-Based Conversation System D. Fedorenko N. Smetanin Artem Rodichev 47 17 0 15 Dec 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 805 132,725 0 12 Jun 2017
ParlAI: A Dialog Research Software Platform Alexander H. Miller Will Feng Adam Fisch Jiasen Lu Dhruv Batra Antoine Bordes Devi Parikh Jason Weston 93 376 0 18 May 2017
Learning Discourse-level Diversity for Neural Dialog Models using Conditional Variational Autoencoders Tiancheng Zhao Ran Zhao M. Eskénazi 65 756 0 31 Mar 2017
Regularizing Neural Networks by Penalizing Confident Output Distributions Gabriel Pereyra George Tucker J. Chorowski Lukasz Kaiser Geoffrey E. Hinton NoLa 165 1,141 0 23 Jan 2017
Adversarial Learning for Neural Dialogue Generation Jiwei Li Will Monroe Tianlin Shi Sébastien Jean Alan Ritter Dan Jurafsky 79 899 0 23 Jan 2017
Generating High-Quality and Informative Conversation Responses with Sequence-to-Sequence Models Yuanlong Shao Stephan Gouws D. Britz Anna Goldie B. Strope R. Kurzweil 159 212 0 11 Jan 2017
Towards better decoding and language model integration in sequence to sequence models J. Chorowski Navdeep Jaitly 86 370 0 08 Dec 2016
A Simple, Fast Diverse Decoding Algorithm for Neural Generation Jiwei Li Will Monroe Dan Jurafsky 69 240 0 25 Nov 2016
Unrolled Generative Adversarial Networks Luke Metz Ben Poole David Pfau Jascha Narain Sohl-Dickstein GAN 125 1,004 0 07 Nov 2016
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models Ashwin K. Vijayakumar Michael Cogswell Ramprasaath R. Selvaraju Q. Sun Stefan Lee David J. Crandall Dhruv Batra 91 555 0 07 Oct 2016
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Zhiwen Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 918 6,799 0 26 Sep 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 486 9,073 0 10 Jun 2016
A Hierarchical Latent Variable Encoder-Decoder Model for Generating Dialogues Iulian Serban Alessandro Sordoni Ryan J. Lowe Laurent Charlin Joelle Pineau Aaron Courville Yoshua Bengio BDL 164 1,107 0 19 May 2016
Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond Ramesh Nallapati Bowen Zhou Cicero Nogueira dos Santos Çağlar Gülçehre Bing Xiang AIMat 294 2,567 0 19 Feb 2016
Neural Generative Question Answering Jun Yin Xin Jiang Zhengdong Lu Lifeng Shang Hang Li Xiaoming Li 92 216 0 04 Dec 2015
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 886 27,427 0 02 Dec 2015
A Diversity-Promoting Objective Function for Neural Conversation Models Jiwei Li Michel Galley Chris Brockett Jianfeng Gao W. Dolan 149 2,404 0 11 Oct 2015
Building End-To-End Dialogue Systems Using Generative Hierarchical Neural Network Models Iulian Serban Alessandro Sordoni Yoshua Bengio Aaron Courville Joelle Pineau AILaw 176 1,756 0 17 Jul 2015
A Neural Network Approach to Context-Sensitive Generation of Conversational Responses Alessandro Sordoni Michel Galley Michael Auli Chris Brockett Yangfeng Ji Margaret Mitchell Jian-Yun Nie Jianfeng Gao W. Dolan 98 907 0 22 Jun 2015
A Neural Conversational Model Oriol Vinyals Quoc V. Le BDL 147 1,769 0 19 Jun 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 367 19,745 0 09 Mar 2015
Grammar as a Foreign Language Oriol Vinyals Lukasz Kaiser Terry Koo Slav Petrov Ilya Sutskever Geoffrey E. Hinton 121 932 0 23 Dec 2014
Show and Tell: A Neural Image Caption Generator Oriol Vinyals Alexander Toshev Samy Bengio D. Erhan 3DV 262 6,036 0 17 Nov 2014
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 450 20,606 0 10 Sep 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 580 27,338 0 01 Sep 2014