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How NOT To Evaluate Your Dialogue System: An Empirical Study of
  Unsupervised Evaluation Metrics for Dialogue Response Generation

How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation

25 March 2016
Chia-Wei Liu
Ryan J. Lowe
Iulian Serban
Michael Noseworthy
Laurent Charlin
Joelle Pineau
ArXivPDFHTML

Papers citing "How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation"

50 / 293 papers shown
Title
Conversing by Reading: Contentful Neural Conversation with On-demand
  Machine Reading
Conversing by Reading: Contentful Neural Conversation with On-demand Machine Reading
Lianhui Qin
Michel Galley
Chris Brockett
Xiaodong Liu
Xiang Gao
W. Dolan
Yejin Choi
Jianfeng Gao
26
109
0
06 Jun 2019
Handling Divergent Reference Texts when Evaluating Table-to-Text
  Generation
Handling Divergent Reference Texts when Evaluating Table-to-Text Generation
Bhuwan Dhingra
Manaal Faruqui
Ankur P. Parikh
Ming-Wei Chang
Dipanjan Das
William W. Cohen
39
193
0
03 Jun 2019
Exploiting Persona Information for Diverse Generation of Conversational
  Responses
Exploiting Persona Information for Diverse Generation of Conversational Responses
Haoyu Song
Weinan Zhang
Yiming Cui
Dong Wang
Ting Liu
19
136
0
29 May 2019
Target-Guided Open-Domain Conversation
Target-Guided Open-Domain Conversation
Jianheng Tang
Tiancheng Zhao
Chenyan Xiong
Xiaodan Liang
Eric Xing
Zhiting Hu
22
133
0
28 May 2019
Personalizing Dialogue Agents via Meta-Learning
Personalizing Dialogue Agents via Meta-Learning
Zhaojiang Lin
Andrea Madotto
Chien-Sheng Wu
Pascale Fung
58
180
0
24 May 2019
Recent Advances in Neural Question Generation
Recent Advances in Neural Question Generation
Liangming Pan
Wenqiang Lei
Tat-Seng Chua
Min-Yen Kan
17
116
0
22 May 2019
Towards Coherent and Engaging Spoken Dialog Response Generation Using
  Automatic Conversation Evaluators
Towards Coherent and Engaging Spoken Dialog Response Generation Using Automatic Conversation Evaluators
Sanghyun Yi
Rahul Goel
Chandra Khatri
Alessandra Cervone
Tagyoung Chung
Behnam Hedayatnia
Anu Venkatesh
Raefer Gabriel
Dilek Z. Hakkani-Tür
20
60
0
30 Apr 2019
Review-Driven Answer Generation for Product-Related Questions in
  E-Commerce
Review-Driven Answer Generation for Product-Related Questions in E-Commerce
Shiqian Chen
Chenliang Li
Feng Ji
Wei Zhou
Haiqing Chen
33
49
0
27 Apr 2019
TextKD-GAN: Text Generation using KnowledgeDistillation and Generative
  Adversarial Networks
TextKD-GAN: Text Generation using KnowledgeDistillation and Generative Adversarial Networks
Md. Akmal Haidar
Mehdi Rezagholizadeh
37
52
0
23 Apr 2019
Emergence of Compositional Language with Deep Generational Transmission
Emergence of Compositional Language with Deep Generational Transmission
Michael Cogswell
Jiasen Lu
Stefan Lee
Devi Parikh
Dhruv Batra
16
49
0
19 Apr 2019
Factor Graph Attention
Factor Graph Attention
Idan Schwartz
Seunghak Yu
Tamir Hazan
Alex Schwing
30
110
0
11 Apr 2019
Clinically Accurate Chest X-Ray Report Generation
Clinically Accurate Chest X-Ray Report Generation
Guanxiong Liu
T. Hsu
Matthew B. A. McDermott
Willie Boag
W. Weng
Peter Szolovits
Marzyeh Ghassemi
MedIm
39
271
0
04 Apr 2019
Improve Diverse Text Generation by Self Labeling Conditional Variational
  Auto Encoder
Improve Diverse Text Generation by Self Labeling Conditional Variational Auto Encoder
Yuchi Zhang
Yongliang Wang
Liping Zhang
Qing Cui
Kun Gai
22
19
0
26 Mar 2019
Consistent Dialogue Generation with Self-supervised Feature Learning
Consistent Dialogue Generation with Self-supervised Feature Learning
Yizhe Zhang
Xiang Gao
Sungjin Lee
Chris Brockett
Michel Galley
Jianfeng Gao
W. Dolan
30
28
0
13 Mar 2019
Negative Training for Neural Dialogue Response Generation
Negative Training for Neural Dialogue Response Generation
Tianxing He
James R. Glass
30
59
0
06 Mar 2019
Improving Neural Response Diversity with Frequency-Aware Cross-Entropy
  Loss
Improving Neural Response Diversity with Frequency-Aware Cross-Entropy Loss
Shaojie Jiang
Pengjie Ren
Christof Monz
Maarten de Rijke
23
86
0
25 Feb 2019
Re-evaluating ADEM: A Deeper Look at Scoring Dialogue Responses
Re-evaluating ADEM: A Deeper Look at Scoring Dialogue Responses
Ananya B. Sai
Mithun Das Gupta
Mitesh M. Khapra
Mukundhan Srinivasan
27
48
0
23 Feb 2019
What makes a good conversation? How controllable attributes affect human
  judgments
What makes a good conversation? How controllable attributes affect human judgments
A. See
Stephen Roller
Douwe Kiela
Jason Weston
28
286
0
22 Feb 2019
The Second Conversational Intelligence Challenge (ConvAI2)
The Second Conversational Intelligence Challenge (ConvAI2)
Emily Dinan
V. Logacheva
Valentin Malykh
Alexander H. Miller
Kurt Shuster
...
Alexander I. Rudnicky
Jason Williams
Joelle Pineau
Andrey Kravchenko
Jason Weston
DRL
40
361
0
31 Jan 2019
End-to-End Knowledge-Routed Relational Dialogue System for Automatic
  Diagnosis
End-to-End Knowledge-Routed Relational Dialogue System for Automatic Diagnosis
Lin Xu
Qixian Zhou
Ke Gong
Xiaodan Liang
Jianheng Tang
Liang Lin
MedIm
24
166
0
30 Jan 2019
Audio-Visual Scene-Aware Dialog
Audio-Visual Scene-Aware Dialog
Huda AlAmri
Vincent Cartillier
Abhishek Das
Jue Wang
A. Cherian
...
Tim K. Marks
Chiori Hori
Peter Anderson
Stefan Lee
Devi Parikh
VGen
27
189
0
25 Jan 2019
TransferTransfo: A Transfer Learning Approach for Neural Network Based
  Conversational Agents
TransferTransfo: A Transfer Learning Approach for Neural Network Based Conversational Agents
Thomas Wolf
Victor Sanh
Julien Chaumond
Clement Delangue
40
493
0
23 Jan 2019
An Adversarial Approach to High-Quality, Sentiment-Controlled Neural
  Dialogue Generation
An Adversarial Approach to High-Quality, Sentiment-Controlled Neural Dialogue Generation
X. Kong
Bohan Li
Graham Neubig
Eduard H. Hovy
Yiming Yang
25
28
0
22 Jan 2019
Beyond Turing: Intelligent Agents Centered on the User
Beyond Turing: Intelligent Agents Centered on the User
M. Eskénazi
Shikib Mehri
E. Razumovskaia
Tiancheng Zhao
LLMAG
29
12
0
20 Jan 2019
Judge the Judges: A Large-Scale Evaluation Study of Neural Language
  Models for Online Review Generation
Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review Generation
Cristina Garbacea
Samuel Carton
Shiyan Yan
Qiaozhu Mei
ELM
25
29
0
02 Jan 2019
From FiLM to Video: Multi-turn Question Answering with Multi-modal
  Context
From FiLM to Video: Multi-turn Question Answering with Multi-modal Context
T. Nguyen
Shikhar Sharma
Hannes Schulz
Layla El Asri
15
33
0
17 Dec 2018
Dialogue Generation: From Imitation Learning to Inverse Reinforcement
  Learning
Dialogue Generation: From Imitation Learning to Inverse Reinforcement Learning
Ziming Li
Julia Kiseleva
Maarten de Rijke
25
51
0
09 Dec 2018
Zero-Shot Anticipation for Instructional Activities
Zero-Shot Anticipation for Instructional Activities
Fadime Sener
Angela Yao
LM&Ro
31
68
0
06 Dec 2018
Plan-And-Write: Towards Better Automatic Storytelling
Plan-And-Write: Towards Better Automatic Storytelling
Lili Yao
Nanyun Peng
R. Weischedel
Kevin Knight
Dongyan Zhao
Rui Yan
21
403
0
14 Nov 2018
Generating Multiple Diverse Responses for Short-Text Conversation
Generating Multiple Diverse Responses for Short-Text Conversation
Jun Gao
Wei Bi
Xiaojiang Liu
Junhui Li
Shuming Shi
33
56
0
14 Nov 2018
The RLLChatbot: a solution to the ConvAI challenge
The RLLChatbot: a solution to the ConvAI challenge
Nicolas Angelard-Gontier
Koustuv Sinha
Peter Henderson
Iulian Serban
Michael Noseworthy
Prasanna Parthasarathi
Joelle Pineau
OffRL
33
0
0
07 Nov 2018
Augmenting Neural Response Generation with Context-Aware Topical
  Attention
Augmenting Neural Response Generation with Context-Aware Topical Attention
Nouha Dziri
Ehsan Kamalloo
K. Mathewson
Osmar Zaiane
BDL
14
80
0
02 Nov 2018
Importance of Search and Evaluation Strategies in Neural Dialogue
  Modeling
Importance of Search and Evaluation Strategies in Neural Dialogue Modeling
Ilia Kulikov
Alexander H. Miller
Kyunghyun Cho
Jason Weston
32
83
0
02 Nov 2018
Towards Empathetic Open-domain Conversation Models: a New Benchmark and
  Dataset
Towards Empathetic Open-domain Conversation Models: a New Benchmark and Dataset
Hannah Rashkin
Eric Michael Smith
Margaret Li
Y-Lan Boureau
VLM
17
48
0
01 Nov 2018
Engaging Image Captioning Via Personality
Engaging Image Captioning Via Personality
Kurt Shuster
Samuel Humeau
Hexiang Hu
Antoine Bordes
Jason Weston
40
149
0
25 Oct 2018
Automatic Evaluation of Neural Personality-based Chatbots
Automatic Evaluation of Neural Personality-based Chatbots
Yujie Xing
Raquel Fernández
16
14
0
30 Sep 2018
MultiWOZ -- A Large-Scale Multi-Domain Wizard-of-Oz Dataset for
  Task-Oriented Dialogue Modelling
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
39
1,300
0
29 Sep 2018
Sentence-Level Fluency Evaluation: References Help, But Can Be Spared!
Sentence-Level Fluency Evaluation: References Help, But Can Be Spared!
Katharina Kann
S. Rothe
Katja Filippova
22
71
0
24 Sep 2018
Neural Approaches to Conversational AI
Neural Approaches to Conversational AI
Jianfeng Gao
Michel Galley
Lihong Li
49
670
0
21 Sep 2018
Can Neural Generators for Dialogue Learn Sentence Planning and Discourse
  Structuring?
Can Neural Generators for Dialogue Learn Sentence Planning and Discourse Structuring?
Lena Reed
Shereen Oraby
M. Walker
14
37
0
09 Sep 2018
Adversarial Over-Sensitivity and Over-Stability Strategies for Dialogue
  Models
Adversarial Over-Sensitivity and Over-Stability Strategies for Dialogue Models
Tong Niu
Joey Tianyi Zhou
AAML
21
85
0
06 Sep 2018
Generating More Interesting Responses in Neural Conversation Models with
  Distributional Constraints
Generating More Interesting Responses in Neural Conversation Models with Distributional Constraints
Ashutosh Baheti
Alan Ritter
Jiwei Li
W. Dolan
23
90
0
04 Sep 2018
Aiming to Know You Better Perhaps Makes Me a More Engaging Dialogue
  Partner
Aiming to Know You Better Perhaps Makes Me a More Engaging Dialogue Partner
Yury Zemlyanskiy
Fei Sha
21
20
0
21 Aug 2018
Improving Conditional Sequence Generative Adversarial Networks by
  Stepwise Evaluation
Improving Conditional Sequence Generative Adversarial Networks by Stepwise Evaluation
Yi-Lin Tuan
Hung-yi Lee
GAN
22
55
0
16 Aug 2018
Retrieve and Refine: Improved Sequence Generation Models For Dialogue
Retrieve and Refine: Improved Sequence Generation Models For Dialogue
Jason Weston
Emily Dinan
Alexander H. Miller
RALM
13
204
0
14 Aug 2018
Latent Semantic Analysis Approach for Document Summarization Based on
  Word Embeddings
Latent Semantic Analysis Approach for Document Summarization Based on Word Embeddings
Kamal Al-Sabahi
Zuping Zhang
Kang Yang
19
9
0
08 Jul 2018
The price of debiasing automatic metrics in natural language evaluation
The price of debiasing automatic metrics in natural language evaluation
Arun Tejasvi Chaganty
Stephen Mussmann
Percy Liang
19
113
0
06 Jul 2018
Coherence Models for Dialogue
Coherence Models for Dialogue
Alessandra Cervone
Evgeny A. Stepanov
Giuseppe Riccardi
26
24
0
21 Jun 2018
Response Generation by Context-aware Prototype Editing
Response Generation by Context-aware Prototype Editing
Yu Wu
Furu Wei
Shaohan Huang
Yunli Wang
Zhoujun Li
Ming Zhou
KELM
21
121
0
19 Jun 2018
A Syntactically Constrained Bidirectional-Asynchronous Approach for
  Emotional Conversation Generation
A Syntactically Constrained Bidirectional-Asynchronous Approach for Emotional Conversation Generation
Jingyuan Li
Xiao Sun
27
46
0
19 Jun 2018
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