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Binzong Geng

2 accepted papers

2023

Class Incremental Learning for Task-Oriented Dialogue System with Contrastive Distillation on Internal Representations (Student Abstract)

AAAI 2023technical

The ability to continually learn over time by grasping new knowledge and remembering previously learned experiences is essential for developing an online task-oriented dialogue system (TDS). In this paper, we work on the class incremental learning scenario where the TDS is evaluated without specifyi…

Cited by 0SourcePDFScholar
2021

Continual Learning for Task-oriented Dialogue System with Iterative Network Pruning, Expanding and Masking

ACL 2021short

This ability to learn consecutive tasks without forgetting how to perform previously trained problems is essential for developing an online dialogue system. This paper proposes an effective continual learning method for the task-oriented dialogue system with iterative network pruning, expanding, and…