Internlm-xcomposer-2.5: A versatile large vision language model supporting long-contextual input and output

P Zhang, X Dong, Y Zang, Y Cao, R Qian… - arxiv preprint arxiv …, 2024 - arxiv.org
We present InternLM-XComposer-2.5 (IXC-2.5), a versatile large-vision language model that
supports long-contextual input and output. IXC-2.5 excels in various text-image …

Image2Struct: Benchmarking Structure Extraction for Vision-Language Models

J Roberts, T Lee, CH Wong… - Advances in …, 2025 - proceedings.neurips.cc
Abstract We introduce Image2Struct, a benchmark to evaluate vision-language models
(VLMs) on extracting structure from images. Our benchmark 1) captures real-world use …

Bridging design and development with automated declarative ui code generation

T Zhou, Y Zhao, X Hou, X Sun, K Chen… - arxiv preprint arxiv …, 2024 - arxiv.org
Declarative UI frameworks have gained widespread adoption in mobile app development,
offering benefits such as improved code readability and easier maintenance. Despite these …

Interaction2Code: How far are we from automatic interactive webpage generation?

J **ao, Y Wan, Y Huo, Z Xu, MR Lyu - arxiv preprint arxiv:2411.03292, 2024 - arxiv.org
Converting webpage design into functional UI code is a critical step for building websites,
which can be labor-intensive and time-consuming. To automate this design-to-code …

DynEx: Dynamic Code Synthesis with Structured Design Exploration for Accelerated Exploratory Programming

J Ma, K Sreedhar, V Liu, S Wang, PA Perez… - arxiv preprint arxiv …, 2024 - arxiv.org
Recent advancements in large language models have significantly expedited the process of
generating front-end code. This allows users to rapidly prototype user interfaces and ideate …

Using Screenshot Data to Examine the Phone Use People Regret

L Guo, Y Fu, X Lin, X Xu, YJ Chang, A Hiniker - arxiv preprint arxiv …, 2024 - arxiv.org
Smartphone users often regret aspects of their phone use, but pinpointing specific ways in
which the design of an interface contributes to regrettable use can be challenging due to the …

MRWeb: An Exploration of Generating Multi-Page Resource-Aware Web Code from UI Designs

Y Wan, Y Dong, J **ao, Y Huo, W Wang… - arxiv preprint arxiv …, 2024 - arxiv.org
Multi-page websites dominate modern web development. However, existing design-to-code
methods rely on simplified assumptions, limiting to single-page, self-contained webpages …

BitsAI-CR: Automated Code Review via LLM in Practice

T Sun, J Xu, Y Li, Z Yan, G Zhang, L **e, L Geng… - arxiv preprint arxiv …, 2025 - arxiv.org
Code review remains a critical yet resource-intensive process in software development,
particularly challenging in large-scale industrial environments. While Large Language …

Frontend Diffusion: Empowering Self-Representation of Junior Researchers and Designers Through Agentic Workflows

Z Ding, Q Zhang, M Chi, Z Wang - arxiv preprint arxiv:2502.03788, 2025 - arxiv.org
With the continuous development of generative AI's logical reasoning abilities, AI's growing
code-generation potential poses challenges for both technical and creative professionals …

Implementation of Impression Method to Generate User Interface Recommendation on Web Framework

JAN Hasim, AS Pramulen, I Wuladari… - … on Electronic and …, 2024 - ieeexplore.ieee.org
Web applications many fields requirement to fulfill. One of them, design is one of the
important. This research can help users search for interface design recommendations that …