代码大模型 / AI 编程

From Effectiveness to Efficiency: Uncovering Linguistic Bias in Large Language Model-based Code Generation

Weipeng Jiang, Xuanqi Gao, Juan Zhai, Shiqing Ma, Xiaoyu Zhang, Ziyan Lei, Chao Shen

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.PL

GPU accelerated program synthesis: Enumerate semantics, not syntax!

Martin Berger, Nathanaël Fijalkow, Mojtaba Valizadeh

机构 * University of Sussex and Montanarius Ltd（苏塞克斯大学和蒙塔纳里乌斯有限公司） ； CNRS, LaBRI and Université de Bordeaux（国家科学研究中心、LaBRI和波尔多大学） ； Independent Researcher（独立研究者） 纠错

专题命中 代码生成 ：program synthesis(title,abstract)；分类 cs.AI、cs.PL

Comments 10 pages

Geo-FuB: A Method for Constructing an Operator-Function Knowledge Base for Geospatial Code Generation Tasks Using Large Language Models

Shuyang Hou, Anqi Zhao, Jianyuan Liang, Zhangxiao Shen, Huayi Wu

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

ITERTL: An Iterative Framework for Fine-tuning LLMs for RTL Code Generation

Peiyang Wu, Nan Guo, Xiao Xiao, Wenming Li, Xiaochun Ye, Dongrui Fan

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.CL、cs.AI

Code Copycat Conundrum: Demystifying Repetition in LLM-based Code Generation

Mingwei Liu, Juntao Li, Ying Wang, Xueying Du, Zuoyu Ou, Qiuyuan Chen, Bingxu An, Zhao Wei, Yong Xu, Fangming Zou, Xin Peng, Yiling Lou

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

Iterative Self-Training for Code Generation via Reinforced Re-Ranking

Nikita Sorokin, Ivan Sedykh, Valentin Malykh

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.CL

Comments Published at ECIR 2025

RTLRepoCoder: Repository-Level RTL Code Completion through the Combination of Fine-Tuning and Retrieval Augmentation

Peiyang Wu, Nan Guo, Junliang Lv, Xiao Xiao, Xiaochun Ye

专题命中 代码生成 ：repository(title,abstract)；分类 cs.SE、cs.AI

Evaluating Large Language Models in Code Generation: INFINITE Methodology for Defining the Inference Index

Nicholas Christakis, Dimitris Drikakis

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

Comments 20 pages, 6 figures

Journal ref Appl. Sci. 2025, 15, 3784

On Simulation-Guided LLM-based Code Generation for Safe Autonomous Driving Software

Ali Nouri, Johan Andersson, Kailash De Jesus Hornig, Zhennan Fei, Emil Knabe, Hakan Sivencrona, Beatriz Cabrero-Daniel, Christian Berger

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

Comments Accepted in the 29th International Conference on Evaluation and Assessment in Software Engineering (EASE)

RobuNFR: Evaluating the Robustness of Large Language Models on Non-Functional Requirements Aware Code Generation

Feng Lin, Dong Jae Kim, Zhenhao Li, Jinqiu Yang, Tse-Hsun, Chen

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

Comments Corrected metadata: fixed author name in submission form (TeX file was already correct)

Large Language Models for Code Generation: A Comprehensive Survey of Challenges, Techniques, Evaluation, and Applications

Nam Huynh, Beiyu Lin

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.LG

Code Generation and Algorithmic Problem Solving Using Llama 3.1 405B

Aniket Deroy, Subhankar Maity

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.CL

Comments updated version

SRLCG: Self-Rectified Large-Scale Code Generation with Multidimensional Chain-of-Thought and Dynamic Backtracking

Hongru Ma, Yanjie Liang, Jiasheng Si, Weiyu Zhang, Hongjiao Guan, Chaoqun Zheng, Bing Xu, Wenpeng Lu

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.CL

Comments 23 pages

ModiGen: A Large Language Model-Based Workflow for Multi-Task Modelica Code Generation

Jiahui Xiang, Tong Ye, Peiyu Liu, Yinan Zhang, Wenhai Wang

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

RustEvo^2: An Evolving Benchmark for API Evolution in LLM-based Rust Code Generation

Linxi Liang, Jing Gong, Mingwei Liu, Chong Wang, Guangsheng Ou, Yanlin Wang, Xin Peng, Zibin Zheng

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

GREEN-CODE: Learning to Optimize Energy Efficiency in LLM-based Code Generation

Shashikant Ilager, Lukas Florian Briem, Ivona Brandic

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

Comments Under submission in ACM/IEEE conference, 11 pages

Bias Testing and Mitigation in LLM-based Code Generation

Dong Huang, Jie M. Zhang, Qingwen Bu, Xiaofei Xie, Junjie Chen, Heming Cui

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

Comments Accepted by TOSEM

A Deep Dive Into Large Language Model Code Generation Mistakes: What and Why?

QiHong Chen, Jiachen Yu, Jiawei Li, Jiecheng Deng, Justin Tian Jin Chen, Iftekhar Ahmed

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

LLM-Guided Compositional Program Synthesis

Ruhma Khan, Sumit Gulwani, Vu Le, Arjun Radhakrishna, Ashish Tiwari, Gust Verbruggen

专题命中 代码生成 ：program synthesis(title,abstract)；分类 cs.SE、cs.PL

Enhancing High-Quality Code Generation in Large Language Models with Comparative Prefix-Tuning

Yuan Jiang, Yujian Zhang, Liang Lu, Christoph Treude, Xiaohong Su, Shan Huang, Tiantian Wang

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

GeoCode-GPT: A Large Language Model for Geospatial Code Generation Tasks

Shuyang Hou, Zhangxiao Shen, Anqi Zhao, Jianyuan Liang, Zhipeng Gui, Xuefeng Guan, Rui Li, Huayi Wu

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

GPIoT: Tailoring Small Language Models for IoT Program Synthesis and Development

Leming Shen, Qiang Yang, Xinyu Huang, Zijing Ma, Yuanqing Zheng

专题命中 代码生成 ：program synthesis(title)；code generation(abstract)；分类 cs.SE、cs.AI

ChartMimic: Evaluating LMM's Cross-Modal Reasoning Capability via Chart-to-Code Generation

Cheng Yang, Chufan Shi, Yaxin Liu, Bo Shui, Junjie Wang, Mohan Jing, Linran Xu, Xinyu Zhu, Siheng Li, Yuxiang Zhang, Gongye Liu, Xiaomei Nie, Deng Cai, Yujiu Yang

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.CL

Comments Accepted to ICLR 2025. Data and code are available at https://github.com/ChartMimic/ChartMimic

IndicEval-XL: Bridging Linguistic Diversity in Code Generation Across Indic Languages

Ujjwal Singh, Aditi Sharma, Nikhil Gupta, Deepakshi, Vivek Kumar Jha

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.CL

ChatGPT vs. DeepSeek: A Comparative Study on AI-Based Code Generation

Md Motaleb Hossen Manik

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

Renaissance of Literate Programming in the Era of LLMs: Enhancing LLM-Based Code Generation in Large-Scale Projects

Wuyang Zhang, Yansong Li, Zeyu Dong, Yu Wu, Yingyao Zhou, Duolei Wang, Songsirou Xing, Chichun Zhou, Da Shen

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.LG

Beyond Trusting Trust: Multi-Model Validation for Robust Code Generation

Bradley McDanel

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

Comments 3 pages, 2 figures

WebCode2M: A Real-World Dataset for Code Generation from Webpage Designs

Yi Gui, Zhen Li, Yao Wan, Yemin Shi, Hongyu Zhang, Yi Su, Bohua Chen, Dongping Chen, Siyuan Wu, Xing Zhou, Wenbin Jiang, Hai Jin, Xiangliang Zhang

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

Comments WWW'25

S*: Test Time Scaling for Code Generation

Dacheng Li, Shiyi Cao, Chengkun Cao, Xiuyu Li, Shangyin Tan, Kurt Keutzer, Jiarong Xing, Joseph E. Gonzalez, Ion Stoica

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.AI、cs.LG

From PowerPoint UI Sketches to Web-Based Applications: Pattern-Driven Code Generation for GIS Dashboard Development Using Knowledge-Augmented LLMs, Context-Aware Visual Prompting, and the React Framework

Haowen Xu, Xiao-Ying Yu

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI