Enhancing Lifelong Language Learning by Improving Pseudo-Sample Generation

To achieve lifelong language learning, pseudo-rehearsal methods leverage samples generated from a language model to refresh the knowledge of previously learned tasks. Without proper controls, however, these methods could fail to retain the knowledge of complex tasks with longer texts since most of t...

Full description

Bibliographic Details
Main Authors: Kasidis Kanwatchara, Thanapapas Horsuwan, Piyawat Lertvittayakumjorn, Boonserm Kijsirikul, Peerapon Vateekul
Format: Article
Language:English
Published: The MIT Press 2022-06-01
Series:Computational Linguistics
Online Access:http://dx.doi.org/10.1162/coli_a_00449