代码大模型 / AI 编程

CWM: An Open-Weights LLM for Research on Code Generation with World Models

FAIR CodeGen team, Jade Copet, Quentin Carbonneaux, Gal Cohen, Jonas Gehring, Jacob Kahn, Jannik Kossen, Felix Kreuk, Emily McMilin, Michel Meyer, Yuxiang Wei, David Zhang, Kunhao Zheng, Jordi Armengol-Estapé, Pedram Bashiri, Maximilian Beck, Pierre Chambon, Abhishek Charnalia, Chris Cummins, Juliette Decugis, Zacharias V. Fisches, François Fleuret, Fabian Gloeckle, Alex Gu, Michael Hassid, Daniel Haziza, Badr Youbi Idrissi, Christian Keller, Rahul Kindi, Hugh Leather, Gallil Maimon, Aram Markosyan, Francisco Massa, Pierre-Emmanuel Mazaré, Vegard Mella, Naila Murray, Keyur Muzumdar, Peter O'Hearn, Matteo Pagliardini, Dmitrii Pedchenko, Tal Remez, Volker Seeker, Marco Selvi, Oren Sultan, Sida Wang, Luca Wehrstedt, Ori Yoran, Lingming Zhang, Taco Cohen, Yossi Adi, Gabriel Synnaeve

机构 * Meta ； FAIR CodeGen Team（FAIR CodeGen团队） 纠错

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

Comments 58 pages

Relative Positioning Based Code Chunking Method For Rich Context Retrieval In Repository Level Code Completion Task With Code Language Model

Imranur Rahman, Md Rayhanur Rahman

机构 * North Carolina State University（北卡罗来纳州立大学） ； The University of Alabama（阿拉巴马大学） 纠错

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

Comments Accepted to Context Collection Workshop co-located with ASE 2025

Identifying & Interactively Refining Ambiguous User Goals for Data Visualization Code Generation

Mert İnan, Anthony Sicilia, Alex Xie, Saujas Vaduguru, Daniel Fried, Malihe Alikhani

机构 * Northeastern University（东北大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

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

RA-Gen: A Controllable Code Generation Framework Using ReAct for Multi-Agent Task Execution

Aofan Liu, Haoxuan Li, Bin Wang, Ao Yang, Hui Li

机构 * School of Electronic and Computer Engineering, Peking University（电子与计算机工程学院，北京大学） ； Guangdong Provincial Key Laboratory of Ultra High Definition Immersive Media Technology（超高清沉浸媒体技术省重点实验室） ； Shenzhen Graduate School, Peking University（深圳研究生院，北京大学） ； Shenzhen International Graduate School, Tsinghua University（深圳国际研究生院，清华大学） 纠错

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

PARSE: LLM Driven Schema Optimization for Reliable Entity Extraction

Anubhav Shrimal, Aryan Jain, Soumyajit Chowdhury, Promod Yenigalla

机构 * RBS Tech Sciences, Amazon（RBS科技科学，亚马逊） 纠错

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

Comments EMNLP 2025 Industry Track

Impact of LLMs on Team Collaboration in Software Development

Devang Dhanuka

机构 * MS Data Science Program（数据科学项目） ； Rochester Institute of Technology（罗切斯特理工学院） 纠错

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

TIT: A Tree-Structured Instruction Tuning Approach for LLM-Based Code Translation

He Jiang, Yufu Wang, Hao Lin, Peiyu Zou, Zhide Zhou, Ang Jia, Xiaochen Li, Zhilei Ren

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

Man-Made Heuristics Are Dead. Long Live Code Generators!

Rohit Dwivedula, Divyanshu Saxena, Aditya Akella, Swarat Chaudhuri, Daehyeok Kim

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

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

Comments 10 pages, 2 figures, 2 tables. To be presented at HotNets 2025

Implementation of McMurchie-Davidson algorithm for Gaussian AO integrals suited for SIMD processors

Andrey Asadchev, Edward F. Valeev

专题命中 代码生成 ：code generation(abstract)

SWE-Arena: An Interactive Platform for Evaluating Foundation Models in Software Engineering

Zhimin Zhao

机构 * School of Computing Queen's University Kingston, Canada（计算学院皇后大学加拿大金斯顿） 纠错

专题命中 软件智能体 ：code generation(abstract)；repository(abstract)；分类 cs.SE、cs.LG

Comments Check the online arena at https://huggingface.co/spaces/SWE-Arena/Software-Engineering-Arena

Issue Localization via LLM-Driven Iterative Code Graph Searching

Zhonghao Jiang, Xiaoxue Ren, Meng Yan, Wei Jiang, Yong Li, Zhongxin Liu

机构 * The State Key Laboratory of Blockchain and Data Security, Zhejiang University, Hangzhou, China（区块链与数据安全国家重点实验室，浙江大学，杭州，中国） ； School of Big Data and Software Engineering, Chongqing University, Chongqing, China（大数据与软件工程学院，重庆大学，重庆，中国） 纠错

专题命中 软件智能体 ：repository(abstract)；分类 cs.SE、cs.CL、cs.AI

Comments Accepted by ASE 2025

Constraint-Guided Unit Test Generation for Machine Learning Libraries

Lukas Krodinger, Altin Hajdari, Stephan Lukasczyk, Gordon Fraser

专题命中 测试生成 ：unit test generation(title)；分类 cs.SE

Comments Accepted for SSBSE 2025

Search-based Hyperparameter Tuning for Python Unit Test Generation

Stephan Lukasczyk, Gordon Fraser

专题命中 测试生成 ：unit test generation(title)；分类 cs.SE

Comments Accepted to the 17th Symposium on Search-Based Software Engineering 2025 (SSBSE 2025)

An LLM-as-Judge Metric for Bridging the Gap with Human Evaluation in SE Tasks

Xin Zhou, Kisub Kim, Ting Zhang, Martin Weyssow, Luis F. Gomes, Guang Yang, Kui Liu, Xin Xia, David Lo

机构 * Singapore Management University（新加坡国立管理学院） ； DGIST（韩国高等智能科学研究院） ； Monash University（墨尔本大学） ； Nanjing University of Aeronautics and Astronautics（南京航空航天大学） ； Huawei Software Engineering Application Technology Lab（华为软件工程应用技术实验室） ； Zhejiang University（浙江大学） 纠错

专题命中 代码评测 ：code generation(abstract)；program repair(abstract)；分类 cs.SE、cs.CL、cs.AI

Comments 13 pages

Performance Analysis of Machine Learning Algorithms in Chronic Kidney Disease Prediction

Iftekhar Ahmed, Tanzil Ebad Chowdhury, Biggo Bushon Routh, Nafisa Tasmiya, Shadman Sakib, Adil Ahmed Chowdhury

机构 * Leading University（领先大学） 纠错

专题命中 代码评测 ：repository(abstract)；分类 cs.AI、cs.LG

Comments 11 pages, 7 figures, Presented at the 2022 IEEE 13th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON), pp. 0417-0423

Graph Transformer with Disease Subgraph Positional Encoding for Improved Comorbidity Prediction

Xihan Qin, Li Liao

专题命中 代码评测 ：repository(abstract)；分类 cs.LG

Journal ref Quantitative Biology 13, no. 4 (2025): e70008

Prompt engineering and its implications on the energy consumption of Large Language Models

Riccardo Rubei, Aicha Moussaid, Claudio di Sipio, Davide di Ruscio

专题命中 代码评测 ：code generation(abstract)；分类 cs.SE

Vector Graph-Based Repository Understanding for Issue-Driven File Retrieval

Kostiantyn Bevziuk, Andrii Fatula, Svetozar Lashin Yaroslav Opanasenko, Anna Tukhtarova, Ashok Jallepalli Pradeepkumar Sharma, Hritvik Shrivastava

专题命中 仓库级理解 ：repository(title,abstract)；分类 cs.SE、cs.AI

Repository-Aware File Path Retrieval via Fine-Tuned LLMs

Vasudha Yanuganti, Ishaan Puri, Swapnil Chhatre, Mantinder Singh, Ashok Jallepalli, Hritvik Shrivastava, Pradeep Kumar Sharma

专题命中 仓库级理解 ：repository(title,abstract)；分类 cs.SE、cs.AI

Enabling Self-Improving Agents to Learn at Test Time With Human-In-The-Loop Guidance

Yufei He, Ruoyu Li, Alex Chen, Yue Liu, Yulin Chen, Yuan Sui, Cheng Chen, Yi Zhu, Luca Luo, Frank Yang, Bryan Hooi

机构 * National University of Singapore（新加坡国立大学） ； ByteDance Inc.（字节跳动公司） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.AI、cs.LG

Comments EMNLP 2025