Design Creativity Bench: Measuring creativity in LLM-Generated UI
As leading LLMs improve on capability evaluations, their limitations in producing creative outputs on design tasks remain insufficiently characterised. Our work introduces Design Creativity Bench, a benchmark that evaluates diversity and appropriateness in UI designs. It measures distinctiveness among models on the same prompt (originality), how much a model's designs change between two prompts for the same UI goal in different product domains (creative range), and the share of a brief's acceptance criteria each design meets (appropriateness). Originality is 0.592 for same-prompt design pairs from different models (95% CI [0.582, 0.602]), far below the 0.764 for same-prompt human-model pa...
| Authors | Aman Rusia, Abhijit Bhole, Prashank Gupta et al. |
|---|---|
| Primary category | cs.HC |
| Published | 8 October 2026 |
| Last updated at source | 14 October 2026 |
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