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A comparison of iPhone and Nothing Phone image rotation buttons highlights the importance of buffering taps during animations to avoid frustrating users, especially in non-casual usage scenarios.
The paper introduces UXBench, a multimodal benchmark for evaluating MLLMs on mobile UX reasoning tasks, and presents UI-UX, a fine-tuned MLLM based on Qwen3-VL-4B-Thinking that achieves state-of-the-art performance on this benchmark.