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Related papers: Prototype2Code: End-to-end Front-end Code Generati…

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Code generation systems have been extensively developed in recent years to generate source code based on natural language instructions. However, despite their advancements, these systems still face robustness issues where even slightly…

Software Engineering · Computer Science 2023-08-28 Ming Yan , Junjie Chen , Jie M. Zhang , Xuejie Cao , Chen Yang , Mark Harman

Achieving spatial intelligence requires moving beyond visual plausibility to build world simulators grounded in physical laws. While coding LLMs have advanced static 3D scene generation, extending this paradigm to 4D dynamics remains a…

Computer Vision and Pattern Recognition · Computer Science 2026-02-13 Yi Zhang , Yunshuang Wang , Zeyu Zhang , Hao Tang

We present Real2Code, a novel approach to reconstructing articulated objects via code generation. Given visual observations of an object, we first reconstruct its part geometry using an image segmentation model and a shape completion model.…

Computer Vision and Pattern Recognition · Computer Science 2024-06-14 Zhao Mandi , Yijia Weng , Dominik Bauer , Shuran Song

Large text-to-image models demonstrate impressive generation capabilities; however, their substantial size necessitates expensive cloud servers for deployment. Conversely, light-weight models can be deployed on edge devices at lower cost…

Computer Vision and Pattern Recognition · Computer Science 2025-08-22 Zewei Xin , Qinya Li , Chaoyue Niu , Fan Wu , Guihai Chen

Programming is a powerful and ubiquitous problem-solving tool. Developing systems that can assist programmers or even generate programs independently could make programming more productive and accessible, yet so far incorporating…

In the digital era, QR codes serve as a linchpin connecting virtual and physical realms. Their pervasive integration across various applications highlights the demand for aesthetically pleasing codes without compromised scannability.…

Computer Vision and Pattern Recognition · Computer Science 2024-03-14 Guangyang Wu , Xiaohong Liu , Jun Jia , Xuehao Cui , Guangtao Zhai

Prototyping complex computer-aided design (CAD) models in modern softwares can be very time-consuming. This is due to the lack of intelligent systems that can quickly generate simpler intermediate parts. We propose Text2CAD, the first AI…

Computer Vision and Pattern Recognition · Computer Science 2024-09-26 Mohammad Sadil Khan , Sankalp Sinha , Talha Uddin Sheikh , Didier Stricker , Sk Aziz Ali , Muhammad Zeshan Afzal

Code generation is a latency-sensitive task that demands high timeliness. However, with the growing interest and inherent difficulty in repository-level code generation, most existing code generation studies focus on improving the…

Artificial Intelligence · Computer Science 2025-10-01 Qianhui Zhao , Li Zhang , Fang Liu , Xiaoli Lian , Qiaoyuanhe Meng , Ziqian Jiao , Zetong Zhou , Jia Li , Lin Shi

Code completion models have made significant progress in recent years. Recently, repository-level code completion has drawn more attention in modern software development, and several baseline methods and benchmarks have been proposed.…

Code generation stands as a powerful technique in modern software development, improving development efficiency, reducing errors, and fostering standardization and consistency. Recently, ChatGPT has exhibited immense potential in automatic…

Software Engineering · Computer Science 2023-12-22 Youjia Li , Jianjun Shi , Zheng Zhang

Automated code generation can be a powerful technique for software development, significantly reducing developers' efforts and time required to create new code by generating it automatically based on requirements. Recently, OpenAI's…

Software Engineering · Computer Science 2023-05-16 Chao Liu , Xuanlin Bao , Hongyu Zhang , Neng Zhang , Haibo Hu , Xiaohong Zhang , Meng Yan

It is common practice for developers of user-facing software to transform a mock-up of a graphical user interface (GUI) into code. This process takes place both at an application's inception and in an evolutionary context as GUI changes…

Software Engineering · Computer Science 2018-07-30 Kevin Moran , Carlos Bernal-Cárdenas , Michael Curcio , Richard Bonett , Denys Poshyvanyk

We approach the important challenge of code autocompletion as an open-domain task, in which a sequence-to-sequence code generator model is enhanced with the ability to attend to reference code snippets supplied by a semantic code search…

Information Retrieval · Computer Science 2021-04-14 Dawn Drain , Changran Hu , Chen Wu , Mikhail Breslav , Neel Sundaresan

As Large Language Models for Code (LM4Code) become integral to software engineering, establishing trust in their output becomes critical. However, standard accuracy metrics obscure the underlying reasoning of generative models, offering…

Software Engineering · Computer Science 2026-04-14 Dipin Khati , Daniel Rodriguez-Cardenas , David N. Palacio , Alejandro Velasco , Michele Tufano , Denys Poshyvanyk

Reimplementing solutions to previously solved software engineering problems is not only inefficient but also introduces inadequate and error-prone code. Many existing methods achieve impressive performance on this issue by using…

Software Engineering · Computer Science 2022-10-04 Usama Nadeem , Noah Ziems , Shaoen Wu

Vision-Language Models (VLMs) have demonstrated impressive capabilities in code generation across various domains. However, their ability to replicate complex, multi-panel visualizations from real-world data remains largely unassessed. To…

Computer-Aided Design (CAD) generative modeling is driving significant innovations across industrial applications. Recent works have shown remarkable progress in creating solid models from various inputs such as point clouds, meshes, and…

Computer Vision and Pattern Recognition · Computer Science 2025-09-12 Feiwei Qin , Shichao Lu , Junhao Hou , Changmiao Wang , Meie Fang , Ligang Liu

Translating chart images into executable plotting scripts-referred to as the chart-to-code generation task-requires Multimodal Large Language Models (MLLMs) to perform fine-grained visual parsing, precise code synthesis, and robust…

Computation and Language · Computer Science 2025-08-21 Zhihan Zhang , Yixin Cao , Lizi Liao

With an abundance of research papers in deep learning, reproducibility or adoption of the existing works becomes a challenge. This is due to the lack of open source implementations provided by the authors. Further, re-implementing research…

Machine Learning · Computer Science 2017-11-13 Akshay Sethi , Anush Sankaran , Naveen Panwar , Shreya Khare , Senthil Mani

Event extraction is challenging due to the complex structure of event records and the semantic gap between text and event. Traditional methods usually extract event records by decomposing the complex structure prediction task into multiple…

Computation and Language · Computer Science 2021-06-18 Yaojie Lu , Hongyu Lin , Jin Xu , Xianpei Han , Jialong Tang , Annan Li , Le Sun , Meng Liao , Shaoyi Chen
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