Natural language processing and user modeling: Synergies and limitations

Citation
I. Zukerman et D. Litman, Natural language processing and user modeling: Synergies and limitations, USER MOD US, 11(1-2), 2001, pp. 129-158
Citations number
109
Categorie Soggetti
Computer Science & Engineering
Journal title
USER MODELING AND USER-ADAPTED INTERACTION
ISSN journal
09241868 → ACNP
Volume
11
Issue
1-2
Year of publication
2001
Pages
129 - 158
Database
ISI
SICI code
0924-1868(2001)11:1-2<129:NLPAUM>2.0.ZU;2-L
Abstract
The fields of user modeling and natural language processing have been close ly linked since the early days of user modeling. Natural language systems c onsult user models in order to improve their understanding of users' requir ements and to generate appropriate and relevant responses. At the same time , the information natural language systems obtain from their users is expec ted to increase the accuracy of their user models. In this paper, we review natural language systems for generation, understanding and dialogue, focus ing on the requirements and limitations these systems and user models place on each other. We then propose avenues for future research.