Possible Applications of Language Models in Visual Novel
Xiping Zhang, Fucheng Wan, Kai Zhang, Haoyu Jiang · 2023
Visual Novel is a digital game genre that emphasizes textual representation, which means that it is possible to use language models to quickly generate text within them, but the exact methods have not been fully revealed. In order to solve and verify this problem, this paper adopts the literature research method to obtain the logic of the language model and its matching with several important text modules of Visual Novel, including the requirements of the text writing, such as the story line, character dialogue, and multi-branch options. In this paper, GPT-3 technology is taken as an example to carry out fine-tuning experiment, through analysis to determine the fine-tuning steps, so that it is suitable for Visual Novel’s text creation. On this basis, the Q&A template for text generation of Visual Novel is determined. Through practical operation, it can be seen that language model can not only quickly generate the text of visual novel with complete structure, but also be extremely creative and can promote the creation of stories, which is suitable for game development. In summary, this paper provides a practical example of using language models to generate textual content in visual novels, which can provide inspiration for text generation in digital games.