paper-with-me

Papers

Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionals

2022-09-29 · Piotr Mirowski, Kory W. Mathewson, Jaylen Pittman, Richard Evans

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 professionals. Participants co-wrote theatre scripts and screenplays with Dramatron and engaged in open-ended interviews. We report critical reflections both from our interviewees and from independent reviewers who watched stagings of the works to illustrate how both Dramatron and hierarchical text generation could be useful for human-machine co-creativity. Finally, we discuss the suitability of Dramatron for co-creativity, ethical considerations -- including plagiarism and bias -- and participatory models for the design and deployment of such tools.

📄 PDF Abstract BibTeX arXiv:2209.14958

Code (1)

google-deepmind/dramatron 공식 구현

Tasks

Text Generation

Similar Papers 제목 키워드 기반

MovieSum: An Abstractive Summarization Dataset for Movie Screenplays

2024-08-12 · Rohit Saxena, Frank Keller

Movie screenplay summarization is challenging, as it requires an understanding of long input contexts and various elements unique to movies. Large language models have shown significant advancements in document summariza…

Abstractive Text SummarizationDocument SummarizationLong-Form Narrative Summarization

THEaiTRE 1.0: Interactive generation of theatre play scripts

2021-02-17 · Rudolf Rosa, Tomáš Musil, Ondřej Dušek, Dominik Jurko 외

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…

THEaiTRE: Artificial Intelligence to Write a Theatre Play

2020-06-25 · Rudolf Rosa, Ondřej Dušek, Tom Kocmi, David Mareček 외

We present THEaiTRE, a starting project aimed at automatic generation of theatre play scripts. This paper reviews related work and drafts an approach we intend to follow. We plan to adopt generative neural language model…

Machine TranslationTranslation

Predicting Oscar-Nominated Screenplays with Sentence Embeddings

2025-09-29 · Francis Gross arxiv

Oscar nominations are an important factor in the movie industry because they can boost both the visibility and the commercial success. This work explores whether it is possible to predict Oscar nominations for screenplay…

Generating Animations from Screenplays

2019-04-10 · SEMEVAL 2019 6 · Yeyao Zhang, Eleftheria Tsipidi, Sasha Schriber, Mubbasir Kapadia 외

Automatically generating animation from natural language text finds application in a number of areas e.g. movie script writing, instructional videos, and public safety. However, translating natural language text into ani…

SentenceText Simplification