Semantic Scholar Open Access 2024 52 sitasi

From Role-Play to Drama-Interaction: An LLM Solution

Weiqi Wu Hongqiu Wu Lai Jiang Xing-Chen Liu Jiale Hong +2 lainnya

Abstrak

Drama is a form of storytelling inspired by human creativity, proceeding with a predefined storyline, carrying emotions and thoughts. This paper introduces \emph{LLM-based interactive drama}, which endows traditional drama with an unprecedented immersion, where a person is allowed to walk into it and interact with the characters and scenes. We define this new artistic genre by 6 essential elements-plot, character, thought, diction, spectacle and interaction-and study the entire pipeline to forge a backbone \emph{drama LLM} to drive the playing process, which is challenged by limited drama resources, uncontrollable narrative development, and complicated instruction following. We propose \emph{Narrative Chain} to offer finer control over the narrative progression during interaction with players; \emph{Auto-Drama} to synthesize drama scripts given arbitrary stories; \emph{Sparse Instruction Tuning} to allow the model to follow sophisticated instructions. We manually craft 3 scripts, \emph{Detective Conan}, \emph{Harry Potter}, \emph{Romeo and Juliet}, and design a 5-dimension principle to evaluate the drama LLM comprehensively.

Topik & Kata Kunci

Computer Science

Penulis (7)

Weiqi Wu

Hongqiu Wu

Lai Jiang

Xing-Chen Liu

Jiale Hong

Haizhen Zhao

Min Zhang

Format Sitasi

APA MLA BibTeX

Wu, W., Wu, H., Jiang, L., Liu, X., Hong, J., Zhao, H. et al. (2024). From Role-Play to Drama-Interaction: An LLM Solution. https://doi.org/10.48550/arXiv.2405.14231

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Lihat di Sumber doi.org/10.48550/arXiv.2405.14231

Informasi Jurnal

Tahun Terbit: 2024
Bahasa: en
Total Sitasi: 52×
Sumber Database: Semantic Scholar
DOI: 10.48550/arXiv.2405.14231
Akses: Open Access ✓