Sept. 30, 2022, 1:16 a.m. | Piotr Mirowski, Kory W. Mathewson, Jaylen Pittman, Richard Evans

cs.CL updates on arXiv.org arxiv.org

Language models are increasingly attracting interest from writers. However,
such models lack long-range semantic coherence, limiting their usefulness for
longform creative writing. We address this limitation by applying language
models hierarchically, in a system we call Dramatron. By building structural
context via prompt chaining, Dramatron can generate coherent scripts and
screenplays complete with title, characters, story beats, location
descriptions, and dialogue. We illustrate Dramatron's usefulness as an
interactive co-creative system with a user study of 15 theatre and film
industry …

arxiv evaluation industry language language models theatre writing

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