C cultivation is proposed : a design metaphor in which LLM-generated branches are stored as persistent material for authors to shape through iterative curation, and reflects on how this metaphor reframes human-AI creative collaboration: authors become garden-ers, tending ever-growing branches rather than constraining ephemeral outputs.
This paper compares 1,000 AI-generated stories per model in English and German with human-authored fiction from Project Gutenberg to find that human-authored texts predominantly employ "action space,"grounding narratives in embodied character-environment interaction, whereas LLMs systematically overproduce "perceived s...
Katrin Rohrbacher, Björn Nieth, Emmanuelle Salin et al.· 0 citations
These findings suggest that, in this setting, LLMs function less as human co-authors and more as adaptive narrative amplifiers that reshape how agency is distributed in collaborative writing.
Halfdan Nordahl Fundal, Yuri Bizzoni, Charlotte Gjørup Bilde et al.· 0 citations
FocusGen is presented, an interactive system that introduces external perspectives into visual design exploration through a "virtual focus group" of simulated persona agents, and is positioned as a divergence scaffold for early-stage ideation rather than a substitute for audience research.
Jaewon Choi, H. Vasconcelos, H. Lee et al.· 1 citation· ⚡1
This work builds a framework of edit types crossing four directions that model how users iteratively edit base story prompts and explore branching story possibilities and shows how automated permutations based on the framework can be used for story generation benchmarking.
Advait Deshmukh, N. Benedict, Melanie Walsh et al.· 0 citations
The analysis shows that participants rarely treated LLMs as autonomous storytellers, and that LLM assistance is most productive after human seeding and constraint-setting, and that it shifts labor from production to verification.
Zhuo-Jun Jiang, Yuki Ueno, Chris Bryan· 0 citations
PersonaWeaver is introduced, which disentangles world building from behavioral specification and models behavior through setting general, diverse, manually curated banks of moral positions and conversational reactions and allows us to test how far LLM(s) can be pushed beyond their default behavioral patterns across set...
Maan Qraitem, Kate Saenko, Bryan A. Plummer· 0 citations
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