THEaiTRE 1.0: Interactive generation of theatre play scripts
Rudolf Rosa, Tom\'a\v{s} Musil, Ond\v{r}ej Du\v{s}ek, Dominik, Jurko, Patr\'icia Schmidtov\'a, David Mare\v{c}ek, Ond\v{r}ej Bojar, and Tom Kocmi, Daniel Hrbek, David Ko\v{s}\v{t}\'ak, Martina, Kinsk\'a, Marie Nov\'akov\'a, Josef Dole\v{z}al, Kl\'ara Voseck\'a
TL;DR
This paper introduces THEaiTRE 1.0, an interactive system utilizing GPT-2 for generating theatre scripts, demonstrating practical application and highlighting future improvements.
Contribution
It presents the first version of an interactive theatre script generation system based on GPT-2 with specific adjustments for practical use.
Findings
System successfully generated a theatre play script for planned premiere.
Identified practical issues and future directions for system improvement.
Demonstrated feasibility of AI-assisted theatre script creation.
Abstract
We present the first version of a system for interactive generation of theatre play scripts. The system is based on a vanilla GPT-2 model with several adjustments, targeting specific issues we encountered in practice. We also list other issues we encountered but plan to only solve in a future version of the system. The presented system was used to generate a theatre play script planned for premiere in February 2021.
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Taxonomy
TopicsArtificial Intelligence in Games · Advanced Text Analysis Techniques · Video Analysis and Summarization
MethodsLinear Layer · Cosine Annealing · Weight Decay · Multi-Head Attention · Discriminative Fine-Tuning · Refunds@Expedia|||How do I get a full refund from Expedia? · Attention Dropout · Layer Normalization · Dense Connections · Adam