1 code implementation • 23 May 2023 • Xiao Yu, Maximillian Chen, Zhou Yu
Planning for goal-oriented dialogue often requires simulating future dialogue interactions and estimating task progress.
1 code implementation • 6 May 2023 • Maximillian Chen, Xiao Yu, Weiyan Shi, Urvi Awasthi, Zhou Yu
The standard approach has been fine-tuning pre-trained language models to perform generation conditioned on these intents.
no code implementations • 24 Feb 2023 • Maximillian Chen, Zhou Yu
Speech models have long been known to overfit individual speakers for many classification tasks.
1 code implementation • 7 Feb 2023 • Maximillian Chen, Alexandros Papangelis, Chenyang Tao, Seokhwan Kim, Andy Rosenbaum, Yang Liu, Zhou Yu, Dilek Hakkani-Tur
Collecting high quality conversational data can be very expensive for most applications and infeasible for others due to privacy, ethical, or similar concerns.
no code implementations • 25 Oct 2022 • Maximillian Chen, Alexandros Papangelis, Chenyang Tao, Andy Rosenbaum, Seokhwan Kim, Yang Liu, Zhou Yu, Dilek Hakkani-Tur
Dialogue understanding tasks often necessitate abundant annotated data to achieve good performance and that presents challenges in low-resource settings.
1 code implementation • 15 Mar 2022 • Maximillian Chen, Caitlyn Chen, Xiao Yu, Zhou Yu
Syntax is a fundamental component of language, yet few metrics have been employed to capture syntactic similarity or coherence at the utterance- and document-level.
no code implementations • 15 Mar 2022 • Maximillian Chen, Weiyan Shi, Feifan Yan, Ryan Hou, Jingwen Zhang, Saurav Sahay, Zhou Yu
Complex conversation settings such as persuasion involve communicating changes in attitude or behavior, so users' perspectives need to be addressed, even when not directly related to the topic.