Collaborative Storytelling with Human Actors and AI Narrators
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Abstract (arXiv)
Large language models can be used for collaborative storytelling. In this work we report on using GPT-3 citebrown2020language to co-narrate stories. The AI system must track plot progression and character arcs while the human actors perform scenes. This event report details how a novel conversational agent was employed as creative partner with a team of professional improvisers to explore long-form spontaneous story narration in front of a live public audience. We introduced novel constraints on our language model to produce longer narrative text and tested the model in rehearsals with a team of professional improvisers. We then field tested the model with two live performances for public audiences as part of a live theatre festival in Europe. We surveyed audience members after each performance as well as performers to evaluate how well the AI performed in its role as narrator. Audiences and performers responded positively to AI narration and indicated preference for AI narration over AI characters within a scene. Performers also responded positively to AI narration and expressed enthusiasm for the creative and meaningful novel narrative directions introduced to the scenes. Our findings support improvisational theatre as a useful test-bed to explore how different language models can collaborate with humans in a variety of social contexts.
Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). Builds on 8 of its 33 references that are in the map. First posted on arXiv 29 Sep 2021.
Builds on
8 of 33 references.
References · 8
- 2020Language Models are Few-Shot Learnerscited by 32,199
- 2018Universal Sentence Encodercited by 485
- 2015A Neural Conversational Modelcited by 195
- 2021Alignment of Language Agentscited by 167
- 2020Grounding Conversations with Improvised Dialoguescited by 21
- 2020Collaborative Storytelling with Large-scale Neural Language Modelscited by 21
- 2018Improbotics: Exploring the Imitation Game using Machine Intelligence in Improvised Theatrecited by 7
- 2018dAIrector: Automatic Story Beat Generation through Knowledge Synthesiscited by 4
Built on by
Citing papers per year: 2022: 2; 2023: 0; 2024: 5; 2025: 3.
10 papers.
- 2022Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionalscited by 191
- 2022Dungeons and Dragons as a Dialog Challenge for Artificial Intelligencecited by 35
- 2024A Robot Walks into a Bar: Can Language Models Serve as Creativity Support Tools for Comedy? An Evaluation of LLMs' Humour Alignment with Comedianscited by 29
- 2024How AI Ideas Affect the Creativity, Diversity, and Evolution of Human Ideas: Evidence From a Large, Dynamic Experimentcited by 22
- 2024What Makes a Good Story and How Can We Measure It? A Comprehensive Survey of Story Evaluationcited by 17
- 2025The Theater Stage as Laboratory: Review of Real-Time Comedy LLM Systems for Live Performancecited by 4
- 2024Designing and Evaluating Dialogue LLMs for Co-Creative Improvised Theatrecited by 1
- 2025Collaborative Storytelling and LLM: A Linguistic Analysis of Automatically-Generated Role-Playing Game Sessionscited by 1
- 2025Engagement Undermines Safety: How Stereotypes and Toxicity Shape Humor in Language Modelscited by 1
- 2024Creativity in the Age of AI: Evaluating the Impact of Generative AI on Design Outputs and Designers' Creative Thinkingcited by 0
- 2025Engagement Undermines Safety: How Stereotypes and Toxicity Shape Humor in Language Models21 Oct 2025
- 2025Collaborative Storytelling and LLM: A Linguistic Analysis of Automatically-Generated Role-Playing Game Sessions26 Mar 2025
- 2025The Theater Stage as Laboratory: Review of Real-Time Comedy LLM Systems for Live Performance14 Jan 2025
- 2024Creativity in the Age of AI: Evaluating the Impact of Generative AI on Design Outputs and Designers' Creative Thinking31 Oct 2024
- 2024What Makes a Good Story and How Can We Measure It? A Comprehensive Survey of Story Evaluation26 Aug 2024
- 2024A Robot Walks into a Bar: Can Language Models Serve as Creativity Support Tools for Comedy? An Evaluation of LLMs' Humour Alignment with Comedians31 May 2024
- 2024Designing and Evaluating Dialogue LLMs for Co-Creative Improvised Theatre11 May 2024
- 2024How AI Ideas Affect the Creativity, Diversity, and Evolution of Human Ideas: Evidence From a Large, Dynamic Experiment24 Jan 2024
- 2022Dungeons and Dragons as a Dialog Challenge for Artificial Intelligence13 Oct 2022
- 2022Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionals29 Sep 2022