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Current approaches to empathetic response generation view the set of emotions expressed in the input text as a flat structure, where all the emotions are treated uniformly.
A simple dual-decoder model for generating response with sentiment
Xiuyu Wu and Yunfang Wu. 2019 · 1905
Earlier work this paper cites.
Personality and empathy
R. Dymond. 1950 · 1950
Earlier work this paper cites.
Empathy and altruism
D. Krebs. 1975 · 1975
Earlier work this paper cites.
Empathy reconsidered: New directions in psychotherapy
A. Bohart and L. Greenberg. 1997 · 1997
Earlier work this paper cites.
Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber. 1997 · 1997
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Empathy and quality of care
S. Mercer and W. Reynolds. 2002 · 2002
Earlier work this paper cites.
Bleu: a method for automatic evaluation of machine translation
Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu. 2002 · 2002
Earlier work this paper cites.
Neural mechanisms of empathy in humans: A relay from neural systems for imitation to limbic areas
Laurie Carr, Marco Iacoboni, Marie-Charlotte Dubeau, John C. Mazziotta, and Gian Luigi Lenzi. 2003 · 2003
Earlier work this paper cites.
Cognitive empathy and emotional empathy in human behavior and evolution
A. Smith. 2006 · 2006
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The social neuroscience of empathy
T. Singer and C. Lamm. 2009 · 2009
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Auto-encoding variational bayes
Diederik P Kingma and Max Welling. 2013 · 2013
Earlier work this paper cites.
Empathy-related responding in children
N. Eisenberg, T. Spinrad, and A. Morris. 2014 · 2014
Earlier work this paper cites.
Generative adversarial networks
Ian J. Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio. 2014 · 2014
Earlier work this paper cites.
Glove: Global vectors for word representation
Jeffrey Pennington, Richard Socher, and Christopher D. Manning. 2014 · 2014
Earlier work this paper cites.
Stochastic backpropagation and approximate inference in deep generative models
Danilo Jimenez Rezende, Shakir Mohamed, and Daan Wierstra. 2014 · 2014
Earlier work this paper cites.
Sequence to sequence learning with neural networks
Ilya Sutskever, Oriol Vinyals, and Quoc V. Le. 2014 · 2014
Cited alongside, same era.
Generating sentences from a continuous space
Samuel R Bowman, Luke Vilnis, Oriol Vinyals, Andrew M Dai, Rafal Jozefowicz, and Samy Bengio. 2015 · 2015
Cited alongside, same era.
Adam: A method for stochastic optimization
Diederik P. Kingma and Jimmy Ba. 2015 · 2015
Cited alongside, same era.
Effective approaches to attention-based neural machine translation
Minh-Thang Luong, Hieu Pham, and Christopher D. Manning. 2015 · 2015
Cited alongside, same era.
Learning structured output representation using deep conditional generative models
Modeling empathy and distress in reaction to news stories
S. Buechel, A. Buffone, B. Slaff, L. Ungar, and J. Sedoc. 2018 · 2018
Later among the works it cites.
Skeleton-to-response: Dialogue generation guided by retrieval memory
Deng Cai, Yan Wang, Victoria Bi, Zhaopeng Tu, Xiaojiang Liu, Wai Lam, and Shuming Shi. 2018 · 2018
Later among the works it cites.
I know the feeling: Learning to converse with empathy
Hannah Rashkin, Eric Michael Smith, Margaret Li, and Y-Lan Boureau. 2018 · 2018
Later among the works it cites.
Sentigan: Generating sentimental texts via mixture adversarial networks
Ke Wang and Xiaojun Wan. 2018 · 2018
Later among the works it cites.
Personalizing dialogue agents: I have a dog, do you have pets too?
Saizheng Zhang, Emily Dinan, Jack Urbanek, Arthur Szlam, Douwe Kiela, and Jason Weston. 2018 · 2018
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Kihyuk Sohn, Honglak Lee, and Xinchen Yan. 2015 · 2015
Cited alongside, same era.
Oriol Vinyals and Quoc Le. 2015 · 2015
Cited alongside, same era.
Real-time speech emotion and sentiment recognition for interactive dialogue systems
Dario Bertero, Farhad Bin Siddique, Chien-Sheng Wu, Yan Wan, Ricky Ho Yin Chan, and Pascale Fung. 2016 · 2016
Cited alongside, same era.
Zara the Supergirl: An empathetic personality recognition system
Pascale Fung, Anik Dey, Farhad Bin Siddique, Ruixi Lin, Yang Yang, Yan Wan, and Ho Yin Ricky Chan. 2016 · 2016
Cited alongside, same era.
How NOT to evaluate your dialogue system: An empirical study of unsupervised evaluation metrics for dialogue response generation
Chia-Wei Liu, Ryan Lowe, Iulian Serban, Mike Noseworthy, Laurent Charlin, and Joelle Pineau. 2016 · 2016
Cited alongside, same era.
Key-value memory networks for directly reading documents
Alexander Miller, Adam Fisch, Jesse Dodge, Amir-Hossein Karimi, Antoine Bordes, and Jason Weston. 2016 · 2016
Cited alongside, same era.
Generative deep neural networks for dialogue: A short review
Iulian Vlad Serban, Ryan Lowe, Laurent Charlin, and Joelle Pineau. 2016 · 2016
Cited alongside, same era.
Understanding and predicting empathic behavior in counseling therapy
V. Pérez-Rosas, R. Mihalcea, K. Resnicow, S. Singh, and L. An. 2017 · 2017
Cited alongside, same era.
Emotional chatting machine: Emotional conversation generation with internal and external memory
Hao Zhou, Minlie Huang, Tianyang Zhang, Xiaoyan Zhu, and Bing Liu. 2018 · 2018
Later among the works it cites.
MojiTalk: Generating emotional responses at scale
Xianda Zhou and William Yang Wang. 2018 · 2018
Later among the works it cites.
BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
Later among the works it cites.
MoEL: Mixture of empathetic listeners
Zhaojiang Lin, Andrea Madotto, Jamin Shin, Peng Xu, and Pascale Fung. 2019 · 2019
Later among the works it cites.
Towards empathetic open-domain conversation models: a new benchmark and dataset
Hannah Rashkin, Eric Michael Smith, Margaret Li, and Y-Lan Boureau. 2019 · 2019
Later among the works it cites.
Transfertransfo: A transfer learning approach for neural network based conversational agents
Thomas Wolf, Victor Sanh, Julien Chaumond, and Clement Delangue. 2019 · 2019
Later among the works it cites.
Learning word ratings for empathy and distress from document-level user responses
J. Sedoc, S. Buechel, Yehonathan Y. Nachmany, A. Buffone, and L. Ungar. 2020 · 2020
Closest in time.
Counseling-style reflection generation using generative pretrained transformers with augmented context
S. Shen, C. Welch, R. Mihalcea, and V. Perez-Rosas. 2020 · 2020
Closest in time.
Generating empathetic responses by looking ahead the user’s sentiment
Jamin Shin, Peng Xu, Andrea Madotto, and Pascale Fung. 2020 · 2020
Closest in time.