Generiranje zgodbe v tekstovni igri z nevronskimi mrežami

HERCEG, ALEN (author), Klemenc, Bojan (mentor)

V diplomski nalogi smo se lotili uporabiti nevronske mreže za generiranje naključnih zgodb. Te zgodbe so se uporabile v tekstovni igri, kjer je lahko uporabnik igral skozi naključno zgodbo z neskončno načinov igranja. Model, ki je bil uporabljen za generiranje besedila, je GPT-2, sama tekstovna igrica pa je bila narejena v obliki spletne aplikacije, ki uporablja računalnik v oblaku za shranjevanje ter uporabljanje samega modela. Za učenje modela smo uporabili angleške knjige raznih zvrsti. Rezultati diplomske naloge je igra, kjer se za vsako igro generira nova zgodba ter uporabnik lahko igra od začetka do konca brez težav. S tem smo pokazali potencial nevronskih mrež v igricah ter možno uporabo.

• Language: Slovenian
• Keywords: Generiranje zgodbe, tekstovna igrica, nevronske mreže
• Work type: Bachelor thesis/paper
• Typology: 2.11 - Undergraduate Thesis
• Organization: FRI - Faculty of Computer and Information Science
• Year: 2021
• PID: 20.500.12556/RUL-125364
• COBISS.SI-ID: 54941443
• Publication date in RUL: 12.03.2021

HERCEG, ALEN, 2021, Generiranje zgodbe v tekstovni igri z nevronskimi mrežami [online]. Bachelor’s thesis. [Accessed 27 March 2025]. Retrieved from: https://repozitorij.uni-lj.si/IzpisGradiva.php?lang=eng&id=125364

Secondary language

• Language: English
• Title: Generating gameplay story with neural network in a text-based game

Abstract

In our thesis, we set out to use neural networks to generate random stories. These stories were used in a text game where the user could play through a random story with endless gameplay possibilities. The model used to generate the text is GPT-2, and the text adventure is made as a simple web application, which implements cloud services for computing and storage of the models. To train the model, we used English literature from various sources. The result of the thesis is a game where a new story is generated for each game and the user is able to play the game from start to finish without any problems. This use case shows the potential of neural networks in games.

• Keywords: Generating gameplay story, text-based game, neural networks