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Stefan Menzel

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#computer vision Preprint Aug 2026

Do Vision-Language Models Agree on the Affective Qualities of Shape? A Cross-Model Audit for Generative Design Interfaces

Generative design interfaces increasingly expose semantic controls that let users steer output with concepts such as"more elegant"or"more minimalist,"typically encoded by a vision-language model (VLM). A practical question is whether state-of-the-art VLMs represent objects consistently in terms of the same concept. We...

Luca Bux, Thiago Rios, Ingo Scholtes et al. · 0 citations

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