代码大模型 / AI 编程 - arXivDaily 专题

2408.03680 2025-05-21 cs.SE 70%

Smaller but Better: Self-Paced Knowledge Distillation for Lightweight yet Effective LCMs

Yujia Chen, Yang Ye, Zhongqi Li, Yuchi Ma, Cuiyun Gao

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

Comments Accepted by FSE 2025

2505.02275 2025-05-06 cs.SE 70%

A Path Less Traveled: Reimagining Software Engineering Automation via a Neurosymbolic Paradigm

Antonio Mastropaolo, Denys Poshyvanyk

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

2505.01067 2025-05-05 cs.CR cs.AI 70%

A Rusty Link in the AI Supply Chain: Detecting Evil Configurations in Model Repositories

Ziqi Ding, Qian Fu, Junchen Ding, Gelei Deng, Yi Liu, Yuekang Li

机构 * UNSW Sydney（新南威尔士大学）； Commonwealth Scientific and Industrial Research Organisation (CSIRO) Data61（澳大利亚联邦科学与工业研究组织（CSIRO）Data61）； Nanyang Technological University（南洋理工大学）； Quantstamp

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

2408.04820 2025-04-21 cs.SE cs.AI cs.CL cs.HC cs.LG 70%

Natural Language Outlines for Code: Literate Programming in the LLM Era

Kensen Shi, Deniz Altınbüken, Saswat Anand, Mihai Christodorescu, Katja Grünwedel, Alexa Koenings, Sai Naidu, Anurag Pathak, Marc Rasi, Fredde Ribeiro, Brandon Ruffin, Siddhant Sanyam, Maxim Tabachnyk, Sara Toth, Roy Tu, Tobias Welp, Pengcheng Yin, Manzil Zaheer, Satish Chandra, Charles Sutton

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

Comments Accepted to FSE'25 Industry Track

2503.14201 2025-03-19 cs.SE 70%

Why Personalizing Deep Learning-Based Code Completion Tools Matters

Alessandro Giagnorio, Alberto Martin-Lopez, Gabriele Bavota

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

Comments Accepted for publication at ACM TOSEM

2407.03157 2025-03-05 cs.CL cs.AI cs.LG cs.SE 70%

Let the Code LLM Edit Itself When You Edit the Code

Zhenyu He, Jun Zhang, Shengjie Luo, Jingjing Xu, Zhi Zhang, Di He

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

Comments ICLR 2025 Camera Ready

2310.10508 2025-02-21 cs.SE 70%

Prompt Engineering or Fine-Tuning: An Empirical Assessment of LLMs for Code

Jiho Shin, Clark Tang, Tahmineh Mohati, Maleknaz Nayebi, Song Wang, Hadi Hemmati

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

Comments 11 pages + reference. Accepted in 22nd International Conference on Mining Software Repositories, 2025. Technical Papers Track (MSR'25)

2410.02743 2025-02-18 cs.CL 70%

MA-RLHF: Reinforcement Learning from Human Feedback with Macro Actions

Yekun Chai, Haoran Sun, Huang Fang, Shuohuan Wang, Yu Sun, Hua Wu

专题命中代码生成：code generation(abstract)；program synthesis(abstract)；分类 cs.CL

2403.00894 2025-01-22 cs.SE cs.AI cs.CL cs.PL 70%

Comparing large language models and human programmers for generating programming code

Wenpin Hou, Zhicheng Ji

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

Journal ref Adv Sci (Weinh). 2024 Dec 30:e2412279. Epub ahead of print. PMID: 39736107

2405.12641 2024-12-02 cs.SE 70%

Fight Fire with Fire: How Much Can We Trust ChatGPT on Source Code-Related Tasks?

Xiao Yu, Lei Liu, Xing Hu, Jacky Wai Keung, Jin Liu, Xin Xia

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

2405.17503 2024-10-31 cs.SE cs.AI cs.CL cs.PL 70%

Code Repair with LLMs gives an Exploration-Exploitation Tradeoff

Hao Tang, Keya Hu, Jin Peng Zhou, Sicheng Zhong, Wei-Long Zheng, Xujie Si, Kevin Ellis

专题命中代码生成：program synthesis(abstract)；分类 cs.SE、cs.CL、cs.AI

2405.15383 2024-10-31 cs.AI 70%

Generating Code World Models with Large Language Models Guided by Monte Carlo Tree Search

Nicola Dainese, Matteo Merler, Minttu Alakuijala, Pekka Marttinen

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

Comments Accepted at NeurIPS 2024, Main Track. 11 pages in main text, 40 pages including references and supplementary materials. 2 figures and 3 tables in the main text, 9 figures and 12 tables when including the supplementary materials. Website at https://sites.google.com/view/code-world-models/home

2312.13322 2024-09-23 cs.PL cs.AI cs.LG cs.SE 70%

MonoCoder: Domain-Specific Code Language Model for HPC Codes and Tasks

Tal Kadosh, Niranjan Hasabnis, Vy A. Vo, Nadav Schneider, Neva Krien, Mihai Capota, Abdul Wasay, Nesreen Ahmed, Ted Willke, Guy Tamir, Yuval Pinter, Timothy Mattson, Gal Oren

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

2405.03727 2024-09-10 cs.SE cs.AI cs.LG cs.PL 70%

Large Language Models Synergize with Automated Machine Learning

Jinglue Xu, Jialong Li, Zhen Liu, Nagar Anthel Venkatesh Suryanarayanan, Guoyuan Zhou, Jia Guo, Hitoshi Iba, Kenji Tei

专题命中代码生成：program synthesis(abstract)；分类 cs.SE、cs.AI、cs.LG

Comments published at TMLR

2306.00229 2024-09-04 cs.PL 70%

Minotaur: A SIMD-Oriented Synthesizing Superoptimizer

Zhengyang Liu, Stefan Mada, John Regehr

专题命中代码生成：code generation(abstract)；program synthesis(abstract)；分类 cs.PL

Comments to appear in OOPSLA'24

2408.10334 2024-08-21 cs.AI 70%

A Disguised Wolf Is More Harmful Than a Toothless Tiger: Adaptive Malicious Code Injection Backdoor Attack Leveraging User Behavior as Triggers

Shangxi Wu, Jitao Sang

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

2404.00725 2024-07-26 cs.SE cs.AI cs.CL cs.LG 70%

The Larger the Better? Improved LLM Code-Generation via Budget Reallocation

Michael Hassid, Tal Remez, Jonas Gehring, Roy Schwartz, Yossi Adi

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

Comments COLM 2024

2406.03092 2024-06-06 cs.CL 70%

FragRel: Exploiting Fragment-level Relations in the External Memory of Large Language Models

Xihang Yue, Linchao Zhu, Yi Yang

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

2405.19032 2024-05-30 cs.AI cs.LG cs.PL cs.SE 70%

Large Language Models for Code Summarization

Balázs Szalontai, Gergő Szalay, Tamás Márton, Anna Sike, Balázs Pintér, Tibor Gregorics

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

Comments technical report with 11 pages, 1 figure, 10 tables

2404.06634 2024-04-11 cs.SE 70%

Perplexed: Understanding When Large Language Models are Confused

Nathan Cooper, Torsten Scholak

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

2401.13802 2024-01-31 cs.SE cs.AI cs.CL cs.LG 70%

Investigating the Efficacy of Large Language Models for Code Clone Detection

Mohamad Khajezade, Jie JW Wu, Fatemeh Hendijani Fard, Gema Rodríguez-Pérez, Mohamed Sami Shehata

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

2401.05443 2024-01-12 cs.SE cs.AI cs.CL cs.PL 70%

LLM4PLC: Harnessing Large Language Models for Verifiable Programming of PLCs in Industrial Control Systems

Mohamad Fakih, Rahul Dharmaji, Yasamin Moghaddas, Gustavo Quiros Araya, Oluwatosin Ogundare, Mohammad Abdullah Al Faruque

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

Comments 12 pages; 8 figures; Appearing in the 46th International Conference on Software Engineering: Software Engineering in Practice; for demo website, see https://sites.google.com/uci.edu/llm4plc/home

2312.15202 2023-12-27 cs.SE 70%

Enhancing Code Intelligence Tasks with ChatGPT

Kang Yang, Xinjun Mao, Shangwen Wang, Tanghaoran Zhang, Bo Lin, Yanlin Wang, Yihao Qin, Zhang Zhang, Xiaoguang Mao

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

Comments 10 pages, 5 figures

2308.15452 2023-12-19 cs.CL cs.AI cs.LG cs.SE 70%

When Do Program-of-Thoughts Work for Reasoning?

Zhen Bi, Ningyu Zhang, Yinuo Jiang, Shumin Deng, Guozhou Zheng, Huajun Chen

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

Comments AAAI 2024

2305.18498 2023-12-01 cs.PL cs.AI cs.CL cs.LG 70%

ANPL: Towards Natural Programming with Interactive Decomposition

Di Huang, Ziyuan Nan, Xing Hu, Pengwei Jin, Shaohui Peng, Yuanbo Wen, Rui Zhang, Zidong Du, Qi Guo, Yewen Pu, Yunji Chen

专题命中代码生成：program synthesis(abstract)；分类 cs.CL、cs.AI、cs.LG

2305.06156 2023-10-31 cs.CL cs.AI cs.PL cs.SE 70%

The Vault: A Comprehensive Multilingual Dataset for Advancing Code Understanding and Generation

Dung Nguyen Manh, Nam Le Hai, Anh T. V. Dau, Anh Minh Nguyen, Khanh Nghiem, Jin Guo, Nghi D. Q. Bui

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

Comments Accepted at EMNLP 2023, Long Findings

2305.15690 2023-07-04 cs.SE 70%

Beryllium: Neural Search for Algorithm Implementations

Adithya Kulkarni, Mohna Chakraborty, Yonas Sium, Sai Charishma Valluri, Wei Le, Qi Li

专题命中代码生成：repository(abstract)；program synthesis(abstract)；分类 cs.SE

2302.08703 2023-06-22 cs.LG 70%

PAC Prediction Sets for Large Language Models of Code

Adam Khakhar, Stephen Mell, Osbert Bastani

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

Comments Proceedings of the 40th International Conference on Machine Learning

Journal ref PMLR 202, 2023

2305.05383 2023-05-10 cs.PL cs.AI cs.CL cs.SE 70%

Code Execution with Pre-trained Language Models

Chenxiao Liu, Shuai Lu, Weizhu Chen, Daxin Jiang, Alexey Svyatkovskiy, Shengyu Fu, Neel Sundaresan, Nan Duan

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

Comments Accepted to the Findings of ACL 2023

2203.03716 2023-03-22 cs.CY cs.LG 70%

GPT-based Open-Ended Knowledge Tracing

Naiming Liu, Zichao Wang, Richard G. Baraniuk, Andrew Lan

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

Comments This paper is accepted at EMNLP 2022. The code can be found at https://github.com/lucy66666/OKT

1. 代码生成 4087 篇

Smaller but Better: Self-Paced Knowledge Distillation for Lightweight yet Effective LCMs

A Path Less Traveled: Reimagining Software Engineering Automation via a Neurosymbolic Paradigm

A Rusty Link in the AI Supply Chain: Detecting Evil Configurations in Model Repositories

Natural Language Outlines for Code: Literate Programming in the LLM Era

Why Personalizing Deep Learning-Based Code Completion Tools Matters

Let the Code LLM Edit Itself When You Edit the Code

Prompt Engineering or Fine-Tuning: An Empirical Assessment of LLMs for Code

MA-RLHF: Reinforcement Learning from Human Feedback with Macro Actions

Comparing large language models and human programmers for generating programming code

Fight Fire with Fire: How Much Can We Trust ChatGPT on Source Code-Related Tasks?

Code Repair with LLMs gives an Exploration-Exploitation Tradeoff

Generating Code World Models with Large Language Models Guided by Monte Carlo Tree Search

MonoCoder: Domain-Specific Code Language Model for HPC Codes and Tasks

Large Language Models Synergize with Automated Machine Learning

Minotaur: A SIMD-Oriented Synthesizing Superoptimizer

A Disguised Wolf Is More Harmful Than a Toothless Tiger: Adaptive Malicious Code Injection Backdoor Attack Leveraging User Behavior as Triggers

The Larger the Better? Improved LLM Code-Generation via Budget Reallocation

FragRel: Exploiting Fragment-level Relations in the External Memory of Large Language Models

Large Language Models for Code Summarization

Perplexed: Understanding When Large Language Models are Confused

Investigating the Efficacy of Large Language Models for Code Clone Detection

LLM4PLC: Harnessing Large Language Models for Verifiable Programming of PLCs in Industrial Control Systems

Enhancing Code Intelligence Tasks with ChatGPT

When Do Program-of-Thoughts Work for Reasoning?

ANPL: Towards Natural Programming with Interactive Decomposition

The Vault: A Comprehensive Multilingual Dataset for Advancing Code Understanding and Generation

Beryllium: Neural Search for Algorithm Implementations

PAC Prediction Sets for Large Language Models of Code

Code Execution with Pre-trained Language Models

GPT-based Open-Ended Knowledge Tracing