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VIDEO DOI: https://doi.org/10.48448/p8x8-vd53

workshop paper

ACL 2024

August 16, 2024

Bangkok, Thailand

WorldWeaver: Procedural World Generation for Text Adventure Games using Large Language Models

keywords:

procedural world generation

world generation

gpt-4

llms

gpt

interactive fiction

game

Text-based adventure game generation has attracted considerable interest since the advancements in large language models. However, even state-of-the-art (SOTA) large language models (LLMs) face challenges in generating semantically and logically coherent content, and often fail to align with human intentions. In our work, we propose a approach for enhancing content coherence, additionally allowing humans in the loop to better match their intentions. Specifically, we generate game components, including locations, characters, items, actions, and blocks, and integrate these components with semantic and logical constraints. Meanwhile, human game creators can intervene and modify the components to suit their preferences. Evaluation results demonstrate that our procedural world-generation approach both enriches the content and satisfies semantic and logical requirements compared to the SOTA LLMs. Moreover, the human-in-the-loop feature gives game creators more control over generated content.

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