A survey of natural language generation techniques with a focus on dialogue systems-past, present and future directions

S Santhanam, S Shaikh - arXiv preprint arXiv:1906.00500, 2019 - arxiv.org
One of the hardest problems in the area of Natural Language Processing and Artificial
Intelligence is automatically generating language that is coherent and understandable to …

Retrieval-guided dialogue response generation via a matching-to-generation framework

D Cai, Y Wang, W Bi, Z Tu, X Liu… - Proceedings of the 2019 …, 2019 - aclanthology.org
End-to-end sequence generation is a popular technique for developing open domain
dialogue systems, though they suffer from the safe response problem. Researchers have …

Thinking globally, acting locally: Distantly supervised global-to-local knowledge selection for background based conversation

P Ren, Z Chen, C Monz, J Ma, M de Rijke - Proceedings of the AAAI …, 2020 - aaai.org
Background Based Conversation (BBCs) have been introduced to help conversational
systems avoid generating overly generic responses. In a BBC, the conversation is grounded …

Deep learning for dialogue systems: Chit-chat and beyond

R Yan, J Li, Z Yu - Foundations and Trends® in Information …, 2022 - nowpublishers.com
With the rapid progress of deep neural models and the explosion of available data
resources, dialogue systems that supports extensive topics and chit-chat conversations are …

A discrete CVAE for response generation on short-text conversation

J Gao, W Bi, X Liu, J Li, G Zhou, S Shi - arXiv preprint arXiv:1911.09845, 2019 - arxiv.org
Neural conversation models such as encoder-decoder models are easy to generate bland
and generic responses. Some researchers propose to use the conditional variational …

Cluster-based beam search for pointer-generator chatbot grounded by knowledge

YC Tam - Computer Speech & Language, 2020 - Elsevier
We present an end-to-end approach for knowledge-grounded response generation in
Dialog System Technology Challenges 7 (DSTC7). Our system is trained by a pointer …

Assessing dialogue systems with distribution distances

J Xiang, Y Liu, D Cai, H Li, D Lian, L Liu - arXiv preprint arXiv:2105.02573, 2021 - arxiv.org
An important aspect of developing dialogue systems is how to evaluate and compare the
performance of different systems. Existing automatic evaluation metrics are based on turn …

Grounding conversations with improvised dialogues

H Cho, J May - arXiv preprint arXiv:2004.09544, 2020 - arxiv.org
Effective dialogue involves grounding, the process of establishing mutual knowledge that is
essential for communication between people. Modern dialogue systems are not explicitly …

Linguistically-informed specificity and semantic plausibility for dialogue generation

WJ Ko, G Durrett, JJ Li - Proceedings of the 2019 Conference of …, 2019 - aclanthology.org
Sequence-to-sequence models for open-domain dialogue generation tend to favor generic,
uninformative responses. Past work has focused on word frequency-based approaches to …

Knowledge-enhanced Memory Model for Emotional Support Conversation

M Jia, Q Chen, L Jing, D Fu, R Li - arXiv preprint arXiv:2310.07700, 2023 - arxiv.org
The prevalence of mental disorders has become a significant issue, leading to the increased
focus on Emotional Support Conversation as an effective supplement for mental health …