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How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation
Chia-Wei Liu
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Ryan Lowe
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Iulian Serban
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Mike Noseworthy
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Laurent Charlin
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Joelle Pineau
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Paper Details:
Month: November
Year: 2016
Location: Austin, Texas
Venue:
EMNLP |
SIG: SIGDAT
Citations
URL
Variational Attention for Sequence-to-Sequence Models
Hareesh Bahuleyan
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Lili Mou
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Olga Vechtomova
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Pascal Poupart
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A Prospective-Performance Network to Alleviate Myopia in Beam Search for Response Generation
Zongsheng Wang
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Yunzhi Bai
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Bowen Wu
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Zhen Xu
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Zhuoran Wang
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Baoxun Wang
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Addressee and Response Selection for Multilingual Conversation
Motoki Sato
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Hiroki Ouchi
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Yuta Tsuboi
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NIPS Conversational Intelligence Challenge 2017 Winner System: Skill-based Conversational Agent with Supervised Dialog Manager
Idris Yusupov
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Yurii Kuratov
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Neural Response Generation via GAN with an Approximate Embedding Layer
Zhen Xu
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Bingquan Liu
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Baoxun Wang
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Chengjie Sun
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Xiaolong Wang
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Zhuoran Wang
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Chao Qi
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Reinforced Video Captioning with Entailment Rewards
Ramakanth Pasunuru
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Mohit Bansal
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Adversarial Learning for Neural Dialogue Generation
Jiwei Li
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Will Monroe
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Tianlin Shi
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Sébastien Jean
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Alan Ritter
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Dan Jurafsky
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Challenges in Data-to-Document Generation
Sam Wiseman
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Stuart Shieber
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Alexander Rush
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Deal or No Deal? End-to-End Learning of Negotiation Dialogues
Mike Lewis
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Denis Yarats
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Yann Dauphin
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Devi Parikh
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Dhruv Batra
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A Syntactically Constrained Bidirectional-Asynchronous Approach for Emotional Conversation Generation
Jingyuan Li
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Xiao Sun
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Variational Autoregressive Decoder for Neural Response Generation
Jiachen Du
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Wenjie Li
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Yulan He
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Ruifeng Xu
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Lidong Bing
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Xuan Wang
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Diversity-Promoting GAN: A Cross-Entropy Based Generative Adversarial Network for Diversified Text Generation
Jingjing Xu
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Xuancheng Ren
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Junyang Lin
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Xu Sun
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Towards a Better Metric for Evaluating Question Generation Systems
Preksha Nema
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Mitesh M. Khapra
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Generating More Interesting Responses in Neural Conversation Models with Distributional Constraints
Ashutosh Baheti
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Alan Ritter
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Jiwei Li
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Bill Dolan
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NEXUS Network: Connecting the Preceding and the Following in Dialogue Generation
Xiaoyu Shen
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Hui Su
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Wenjie Li
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Dietrich Klakow
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MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling
Paweł Budzianowski
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Tsung-Hsien Wen
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Bo-Hsiang Tseng
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Iñigo Casanueva
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Stefan Ultes
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Osman Ramadan
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Milica Gašić
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Image-Grounded Conversations: Multimodal Context for Natural Question and Response Generation
Nasrin Mostafazadeh
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Chris Brockett
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Bill Dolan
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Michel Galley
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Jianfeng Gao
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Georgios Spithourakis
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Lucy Vanderwende
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Multi-Task Learning for Speaker-Role Adaptation in Neural Conversation Models
Yi Luan
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Chris Brockett
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Bill Dolan
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Jianfeng Gao
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Michel Galley
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DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset
Yanran Li
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Hui Su
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Xiaoyu Shen
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Wenjie Li
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Ziqiang Cao
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Shuzi Niu
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Generating Stylistically Consistent Dialog Responses with Transfer Learning
Reina Akama
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Kazuaki Inada
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Naoya Inoue
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Sosuke Kobayashi
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Kentaro Inui
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Adversarial Over-Sensitivity and Over-Stability Strategies for Dialogue Models
Tong Niu
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Mohit Bansal
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Aiming to Know You Better Perhaps Makes Me a More Engaging Dialogue Partner
Yury Zemlyanskiy
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Fei Sha
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A Deep Ensemble Model with Slot Alignment for Sequence-to-Sequence Natural Language Generation
Juraj Juraska
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Panagiotis Karagiannis
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Kevin Bowden
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Marilyn Walker
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Being Negative but Constructively: Lessons Learnt from Creating Better Visual Question Answering Datasets
Wei-Lun Chao
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Hexiang Hu
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Fei Sha
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CliCR: a Dataset of Clinical Case Reports for Machine Reading Comprehension
Simon Šuster
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Walter Daelemans
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A Hierarchical Latent Structure for Variational Conversation Modeling
Yookoon Park
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Jaemin Cho
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Gunhee Kim
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Dialog Generation Using Multi-Turn Reasoning Neural Networks
Xianchao Wu
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Ander Martínez
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Momo Klyen
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LSDSCC: a Large Scale Domain-Specific Conversational Corpus for Response Generation with Diversity Oriented Evaluation Metrics
Zhen Xu
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Nan Jiang
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Bingquan Liu
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Wenge Rong
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Bowen Wu
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Baoxun Wang
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Zhuoran Wang
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Xiaolong Wang
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Learning Symmetric Collaborative Dialogue Agents with Dynamic Knowledge Graph Embeddings
He He
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Anusha Balakrishnan
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Mihail Eric
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Percy Liang
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How to Make Context More Useful? An Empirical Study on Context-Aware Neural Conversational Models
Zhiliang Tian
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Rui Yan
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Lili Mou
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Yiping Song
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Yansong Feng
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Dongyan Zhao
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Are You Asking the Right Questions? Teaching Machines to Ask Clarification Questions
Sudha Rao
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Modeling Situations in Neural Chat Bots
Shoetsu Sato
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Naoki Yoshinaga
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Masashi Toyoda
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Masaru Kitsuregawa
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The price of debiasing automatic metrics in natural language evalaution
Arun Chaganty
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Stephen Mussmann
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Percy Liang
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Mem2Seq: Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog Systems
Andrea Madotto
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Chien-Sheng Wu
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Pascale Fung
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Learning to Write with Cooperative Discriminators
Ari Holtzman
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Jan Buys
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Maxwell Forbes
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Antoine Bosselut
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David Golub
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Yejin Choi
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Modeling Naive Psychology of Characters in Simple Commonsense Stories
Hannah Rashkin
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Antoine Bosselut
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Maarten Sap
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Kevin Knight
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Yejin Choi
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Learning to Ask Good Questions: Ranking Clarification Questions using Neural Expected Value of Perfect Information
Sudha Rao
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Hal Daumé III
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Polite Dialogue Generation Without Parallel Data
Tong Niu
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Mohit Bansal
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Building Chatbots from Forum Data: Model Selection Using Question Answering Metrics
Martin Boyanov
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Preslav Nakov
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Alessandro Moschitti
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Giovanni Da San Martino
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Ivan Koychev
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Quality Signals in Generated Stories
Manasvi Sagarkar
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John Wieting
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Lifu Tu
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Kevin Gimpel
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Harvesting Creative Templates for Generating Stylistically Varied Restaurant Reviews
Shereen Oraby
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Sheideh Homayon
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Marilyn Walker
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Key-Value Retrieval Networks for Task-Oriented Dialogue
Mihail Eric
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Lakshmi Krishnan
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Francois Charette
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Christopher D. Manning
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Adversarial evaluation for open-domain dialogue generation
Elia Bruni
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Raquel Fernández
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Stylistically User-Specific Generation
Abdurrisyad Fikri
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Hiroya Takamura
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Manabu Okumura
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Automatic Evaluation of Neural Personality-based Chatbots
Yujie Xing
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Raquel Fernández
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Can Neural Generators for Dialogue Learn Sentence Planning and Discourse Structuring?
Lena Reed
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Shereen Oraby
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Marilyn Walker
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ChatEval: A Tool for the Systematic Evaluation of Chatbots
João Sedoc
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Daphne Ippolito
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Arun Kirubarajan
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Jai Thirani
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Lyle Ungar
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Chris Callison-Burch
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No URLs Found
Field Of Study
Linguistic Trends
Embeddings
Task
Information Retrieval
Language Generation
Machine Translation
Approach
Generative Model
Unsupervised Learning
Language
English
Dataset
Twitter
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