University of the Witwatersrand
Organization1 report
The University of the Witwatersrand is a public research university. It publishes reports, including research on game development topics like level generation through large language models.
Documents
Whitepaper9 pages
Level Generation Through Large Language Models
Large Language Models represent a transformative approach to procedural content generation, specifically within the context of puzzle games like Sokoban.
- Large Language Models (LLMs) can generate functional, novel, and diverse puzzle levels by treating game environments as sequential token data.
- Model performance in procedural generation scales directly with architecture sophistication, allowing advanced models to produce high-quality content even from restricted datasets.
- LLMs effectively address procedural generation challenges where traditional algorithmic methods struggle, particularly in scenarios involving data scarcity or rigid design parameters.
New York UniversityApr 2023
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