Toyteller: AI-powered Visual Storytelling Through Toy-Playing with Character Symbols
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Abstract (arXiv)
We introduce Toyteller, an AI-powered storytelling system where users generate a mix of story text and visuals by directly manipulating character symbols like they are toy-playing. Anthropomorphized symbol motions can convey rich and nuanced social interactions; Toyteller leverages these motions (1) to let users steer story text generation and (2) as a visual output format that accompanies story text. We enabled motion-steered text generation and text-steered motion generation by mapping motions and text onto a shared semantic space so that large language models and motion generation models can use it as a translational layer. Technical evaluations showed that Toyteller outperforms a competitive baseline, GPT-4o. Our user study identified that toy-playing helps express intentions difficult to verbalize. However, only motions could not express all user intentions, suggesting combining it with other modalities like language. We discuss the design space of toy-playing interactions and implications for technical HCI research on human-AI interaction.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 41 of its 87 references that are in the map. First posted on arXiv 23 Jan 2025.
Builds on
41 of 87 references.
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Built on by
Citing papers per year: 2025: 2; 2026: 4.
6 papers.
- 2025Constella: Supporting Storywriters' Interconnected Character Creation through LLM-based Multi-Agentscited by 4
- 2026Vidmento: Creating Video Stories Through Context-Aware Expansion With Generative Videocited by 2
- 2026Texterial: A Text-as-Material Interaction Paradigm for LLM-Mediated Writingcited by 2
- 2025CareerPooler: AI-Powered Metaphorical Pool Simulation Improves Experience and Outcomes in Career Explorationcited by 1
- 2026PlayWrite: A Multimodal System for AI Supported Narrative Co-Authoring Through Play in XRcited by 1
- 2026fog: Expressing Motion and Emotion through Function Composition of AI-Generated Codecited by 0
- 2026fog: Expressing Motion and Emotion through Function Composition of AI-Generated Code8 Jul 2026
- 2026PlayWrite: A Multimodal System for AI Supported Narrative Co-Authoring Through Play in XR2 Mar 2026
- 2026Texterial: A Text-as-Material Interaction Paradigm for LLM-Mediated Writing28 Feb 2026
- 2026Vidmento: Creating Video Stories Through Context-Aware Expansion With Generative Video29 Jan 2026
- 2025CareerPooler: AI-Powered Metaphorical Pool Simulation Improves Experience and Outcomes in Career Exploration14 Sep 2025
- 2025Constella: Supporting Storywriters' Interconnected Character Creation through LLM-based Multi-Agents8 Jul 2025