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Nathan Han

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Open access Jul 2026

LLM-Assisted UI Element Grounding and Design-Rationale Cards for Mobile Interfaces

The findings show that screenshot geometry and hierarchy metadata can be combined into an inspectable grounding-and-explanation layer, while also indicating that hierarchy dependence, rare-class imbalance, generated grounding phrases, and the absence of user evaluation limit broader deployment claims.

Nathan Han · 0 citations

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