End-to-end neural pipeline for goal-oriented dialogue systems using GPT-2

D Ham, JG Lee, Y Jang, KE Kim - … of the 58th annual meeting of …, 2020 - aclanthology.org
The goal-oriented dialogue system needs to be optimized for tracking the dialogue flow and
carrying out an effective conversation under various situations to meet the user goal. The …

Soloist: Building Task Bots at Scale with Transfer Learning and Machine Teaching

B Peng, C Li, J Li, S Shayandeh, L Liden… - Transactions of the …, 2021 - direct.mit.edu
We present a new method, Soloist, that uses transfer learning and machine teaching to build
task bots at scale. We parameterize classical modular task-oriented dialog systems using a …

[PDF][PDF] Soloist: Few-shot task-oriented dialog with a single pretrained auto-regressive model

B Peng, C Li, J Li, S Shayandeh… - ar** personalized Task-oriented Dialogue Systems
(TDSs). Previous work on personalized TDSs often assumes that complete user profiles are …

Towards enriching responses with crowd-sourced knowledge for task-oriented dialogue

Y He, L Liao, Z Zhang, TS Chua - … of the 2nd ACM multimedia workshop …, 2021 - dl.acm.org
Task-oriented dialogue agents are built to assist users in completing various tasks.
Generating appropriate responses for satisfactory task completion is the ultimate goal …