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

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Xu, W; Charles, F; Hargood, C; Tian, F; Tang, W
Published in: Frontiers in Artificial Intelligence and Applications
August 24, 2020

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.

Duke Scholars

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Published In

Frontiers in Artificial Intelligence and Applications

DOI

EISSN

1879-8314

ISSN

0922-6389

Publication Date

August 24, 2020

Volume

325

Start / End Page

2945 / 2946
 

Citation

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Xu, W., Charles, F., Hargood, C., Tian, F., & Tang, W. (2020). Influence of personality- ased features for dialogue generation in computational narratives. In Frontiers in Artificial Intelligence and Applications (Vol. 325, pp. 2945–2946). https://doi.org/10.3233/FAIA200466
Xu, W., F. Charles, C. Hargood, F. Tian, and W. Tang. “Influence of personality- ased features for dialogue generation in computational narratives.” In Frontiers in Artificial Intelligence and Applications, 325:2945–46, 2020. https://doi.org/10.3233/FAIA200466.
Xu W, Charles F, Hargood C, Tian F, Tang W. Influence of personality- ased features for dialogue generation in computational narratives. In: Frontiers in Artificial Intelligence and Applications. 2020. p. 2945–6.
Xu, W., et al. “Influence of personality- ased features for dialogue generation in computational narratives.” Frontiers in Artificial Intelligence and Applications, vol. 325, 2020, pp. 2945–46. Scopus, doi:10.3233/FAIA200466.
Xu W, Charles F, Hargood C, Tian F, Tang W. Influence of personality- ased features for dialogue generation in computational narratives. Frontiers in Artificial Intelligence and Applications. 2020. p. 2945–2946.

Published In

Frontiers in Artificial Intelligence and Applications

DOI

EISSN

1879-8314

ISSN

0922-6389

Publication Date

August 24, 2020

Volume

325

Start / End Page

2945 / 2946