Influence of personality- ased features for dialogue generation in computational narratives

Authors: Xu, W., Charles, F., Hargood, C., Tian, F., Tang, W.

Journal: Frontiers in Artificial Intelligence and Applications

Publication Date: 24/08/2020

Volume: 325

Pages: 2945-2946

eISSN: 1879-8314

ISSN: 0922-6389

DOI: 10.3233/FAIA200466

Abstract:

In this paper, we present an approach for generating dialogues for characters within the context of computational narratives using personality-based features for deep neural networks. The approach integrates the requirements of both narrative genres and personality traits for the definition of character-based stylistic models. The modelling of characters' features from existing datasets of complete stories permits the generation of personality-rich character dialogues. We present early results from an evaluation based on a sample of characters' personality traits across different narrative genres, demonstrating variability in the resulting dialogues.

https://eprints.bournemouth.ac.uk/33483/

Source: Scopus