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Learning to Customize Model Structures for Few-shot Dialogue Generation Tasks

31 October 2019

Yiping Song

Zequn Liu

Wei Bi

Rui Yan

Ming Zhang

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Papers citing "Learning to Customize Model Structures for Few-shot Dialogue Generation Tasks"

36 / 36 papers shown

Title
Multi-task Learning via Adaptation to Similar Tasks for Mortality Prediction of Diverse Rare Diseases Luchen Liu Zequn Liu Haoxian Wu Zichang Wang Jianhao Shen Yiping Song Ming Zhang 34 19 0 11 Apr 2020
Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks Trapit Bansal Rishikesh Jha Andrew McCallum SSL 70 121 0 10 Nov 2019
Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction Christoph Alt Marc Hübner Leonhard Hennig 69 120 0 19 Jun 2019
Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification Zhiquan Ye Zhenhua Ling 70 135 0 16 Jun 2019
Domain Adaptive Dialog Generation via Meta Learning Kun Qian Zhou Yu VLM OffRL 75 130 0 08 Jun 2019
Personalizing Dialogue Agents via Meta-Learning Zhaojiang Lin Andrea Madotto Chien-Sheng Wu Pascale Fung 140 186 0 24 May 2019
Meta-Learning for Low-resource Natural Language Generation in Task-oriented Dialogue Systems Fei Mi Minlie Huang Jiyong Zhang Boi Faltings 85 101 0 14 May 2019
Extracting Multiple-Relations in One-Pass with Pre-Trained Transformers Haoyu Wang Ming Tan Mo Yu Shiyu Chang Dakuo Wang Kun Xu Xiaoxiao Guo Saloni Potdar ViT 86 98 0 04 Feb 2019
Multilingual Constituency Parsing with Self-Attention and Pre-Training Nikita Kitaev Steven Cao Dan Klein LRM 73 255 0 31 Dec 2018
Meta-Transfer Learning for Few-Shot Learning Qianru Sun Yaoyao Liu Tat-Seng Chua Bernt Schiele 212 1,071 0 06 Dec 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 95,229 0 11 Oct 2018
Adversarial Over-Sensitivity and Over-Stability Strategies for Dialogue Models Tong Niu Joey Tianyi Zhou AAML 85 85 0 06 Sep 2018
Task-Agnostic Meta-Learning for Few-shot Learning Muhammad Abdullah Jamal Guo-Jun Qi M. Shah 88 461 0 20 May 2018
Diverse Few-Shot Text Classification with Multiple Metrics Mo Yu Xiaoxiao Guo Jinfeng Yi Shiyu Chang Saloni Potdar Yu Cheng Gerald Tesauro Haoyu Wang Bowen Zhou 66 216 0 19 May 2018
Natural Language to Structured Query Generation via Meta-Learning Po-Sen Huang Chenglong Wang Rishabh Singh Wen-tau Yih Xiaodong He 68 123 0 02 Mar 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 233 11,565 0 15 Feb 2018
Personalizing Dialogue Agents: I have a dog, do you have pets too? Saizheng Zhang Emily Dinan Jack Urbanek Arthur Szlam Douwe Kiela Jason Weston 122 1,465 0 22 Jan 2018
Learning to Compare: Relation Network for Few-Shot Learning Flood Sung Yongxin Yang Li Zhang Tao Xiang Philip Torr Timothy M. Hospedales 311 4,054 0 16 Nov 2017
MojiTalk: Generating Emotional Responses at Scale Xianda Zhou William Yang Wang 78 203 0 11 Nov 2017
SMASH: One-Shot Model Architecture Search through HyperNetworks Andrew Brock Theodore Lim J. Ritchie Nick Weston 161 765 0 17 Aug 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
Emotional Chatting Machine: Emotional Conversation Generation with Internal and External Memory Hao Zhou Minlie Huang Tianyang Zhang Xiaoyan Zhu Bing-Qian Liu 127 738 0 04 Apr 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 305 8,154 0 15 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 833 11,952 0 09 Mar 2017
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
Learning to learn by gradient descent by gradient descent Marcin Andrychowicz Misha Denil Sergio Gomez Colmenarejo Matthew W. Hoffman David Pfau Tom Schaul Brendan Shillingford Nando de Freitas 132 2,008 0 14 Jun 2016
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 378 7,343 0 13 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
StalemateBreaker: A Proactive Content-Introducing Approach to Automatic Human-Computer Conversation Xiang Li Lili Mou Rui Yan Ming Zhang 58 48 0 15 Apr 2016
A Persona-Based Neural Conversation Model Jiwei Li Michel Galley Chris Brockett Georgios P. Spithourakis Jianfeng Gao W. Dolan 116 1,038 0 19 Mar 2016
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
Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking Tsung-Hsien Wen Milica Gasic Dongho Kim N. Mrksic Pei-hao Su David Vandyke S. Young 76 187 0 07 Aug 2015
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems Tsung-Hsien Wen Milica Gasic N. Mrksic Pei-hao Su David Vandyke S. Young 115 951 0 07 Aug 2015
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 448 20,606 0 10 Sep 2014
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches Kyunghyun Cho B. V. Merrienboer Dzmitry Bahdanau Yoshua Bengio AI4CE AIMat 259 6,791 0 03 Sep 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 578 27,338 0 01 Sep 2014