Researchui generationdesigner feedbackqwenreward model
Apple Trains UI Models With Designer Feedback
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Relevance Score
Apple researchers publish a new paper showing designer-native feedback improves automated UI generation. They collected 1,460 annotations from 21 professional designers and used comments, sketches, and edits to train a reward model and fine-tune Qwen-based generators; 181 sketch annotations enabled a Qwen3-Coder variant to outperform GPT-5 in UI tasks. Authors note subjectivity causes high variance, with sketches and edits yielding higher agreement.
