代码大模型 / AI 编程

Rethinking Repetition Problems of LLMs in Code Generation

Yihong Dong, Yuchen Liu, Xue Jiang, Zhi Jin, Ge Li

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

Comments Accepted to ACL 2025 (main)

Benchmarking and Revisiting Code Generation Assessment: A Mutation-Based Approach

Longtian Wang, Tianlin Li, Xiaofei Xie, Yuhan Zhi, Jian Wang, Chao Shen

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

Comments 8 pages, 4 figures

DDPT: Diffusion-Driven Prompt Tuning for Large Language Model Code Generation

Jinyang Li, Sangwon Hyun, M. Ali Babar

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

Comments ICSE CAIN 2025

AdaCoder: An Adaptive Planning and Multi-Agent Framework for Function-Level Code Generation

Yueheng Zhu, Chao Liu, Xuan He, Xiaoxue Ren, Zhongxin Liu, Ruwei Pan, Hongyu Zhang

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

What to Retrieve for Effective Retrieval-Augmented Code Generation? An Empirical Study and Beyond

Wenchao Gu, Juntao Chen, Yanlin Wang, Tianyue Jiang, Xingzhe Li, Mingwei Liu, Xilin Liu, Yuchi Ma, Zibin Zheng

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

An Empirical Study of Retrieval-Augmented Code Generation: Challenges and Opportunities

Zezhou Yang, Sirong Chen, Cuiyun Gao, Zhenhao Li, Xing Hu, Kui Liu, Xin Xia

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

Comments This paper is accepted by TOSEM

Dafny as Verification-Aware Intermediate Language for Code Generation

Yue Chen Li, Stefan Zetzsche, Siva Somayyajula

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

Adversarial Attacks on Code Models with Discriminative Graph Patterns

Thanh-Dat Nguyen, Yang Zhou, Xuan Bach D. Le, Patanamon Thongtanunam, David Lo

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

INDICT: Code Generation with Internal Dialogues of Critiques for Both Security and Helpfulness

Hung Le, Yingbo Zhou, Caiming Xiong, Silvio Savarese, Doyen Sahoo

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

Comments Accepted to The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024)

Evaluating Quantized Large Language Models for Code Generation on Low-Resource Language Benchmarks

Enkhbold Nyamsuren

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

Gotcha! This Model Uses My Code! Evaluating Membership Leakage Risks in Code Models

Zhou Yang, Zhipeng Zhao, Chenyu Wang, Jieke Shi, Dongsum Kim, Donggyun Han, David Lo

专题命中 代码生成 ：code model(title,abstract)；program repair(abstract)；分类 cs.SE

Comments Accepted by IEEE Transactions on Software Engineering, Camera-Ready Version

A Multi-Expert Large Language Model Architecture for Verilog Code Generation

Bardia Nadimi, Hao Zheng

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

HexaCoder: Secure Code Generation via Oracle-Guided Synthetic Training Data

Hossein Hajipour, Lea Schönherr, Thorsten Holz, Mario Fritz

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

Comments 24 pages, 16 tables, 8 figures

Benchmarking LLM Code Generation for Audio Programming with Visual Dataflow Languages

William Zhang, Maria Leon, Ryan Xu, Adrian Cardenas, Amelia Wissink, Hanna Martin, Maya Srikanth, Kaya Dorogi, Christian Valadez, Pedro Perez, Citlalli Grijalva, Corey Zhang, Mark Santolucito

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

From Symbolic Tasks to Code Generation: Diversification Yields Better Task Performers

Dylan Zhang, Justin Wang, Francois Charton

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

Self-collaboration Code Generation via ChatGPT

Yihong Dong, Xue Jiang, Zhi Jin, Ge Li

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

Comments Accepted to TOSEM

Self-Organized Agents: A LLM Multi-Agent Framework toward Ultra Large-Scale Code Generation and Optimization

Yoichi Ishibashi, Yoshimasa Nishimura

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

$\mathcal{B}$-Coder: Value-Based Deep Reinforcement Learning for Program Synthesis

Zishun Yu, Yunzhe Tao, Liyu Chen, Tao Sun, Hongxia Yang

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

Is Self-Repair a Silver Bullet for Code Generation?

Theo X. Olausson, Jeevana Priya Inala, Chenglong Wang, Jianfeng Gao, Armando Solar-Lezama

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

Comments Accepted to ICLR 2024. Added additional Code Llama experiments and fixed a data processing error harming Code Llama's reported self-repair performance on HumanEval

PPM: Automated Generation of Diverse Programming Problems for Benchmarking Code Generation Models

Simin Chen, Xiaoning Feng, Xiaohong Han, Cong Liu, Wei Yang

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

Comments This paper has been accepted to The ACM International Conference on the Foundations of Software Engineering FSE 2024

Zero-Shot RTL Code Generation with Attention Sink Augmented Large Language Models

Selim Sandal, Ismail Akturk

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

Automating the Design of Multigrid Methods with Evolutionary Program Synthesis

Jonas Schmitt

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

CodeFusion: A Pre-trained Diffusion Model for Code Generation

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Gust Verbruggen

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

Comments Contains inappropriately sourced conjecture of OpenAI's ChatGPT parameter count from www.forbes.com/sites/forbestechcouncil/2023/02/17/is-bigger-better-why-the-chatgpt-vs-gpt-3-vs-gpt-4-battle-is-just-a-family-chat, a citation which was omitted. The authors do not have direct knowledge or verification of this information, and relied solely on this article, which may lead to public confusion

RepoCoder: Repository-Level Code Completion Through Iterative Retrieval and Generation

Fengji Zhang, Bei Chen, Yue Zhang, Jacky Keung, Jin Liu, Daoguang Zan, Yi Mao, Jian-Guang Lou, Weizhu Chen

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

Comments accepted by EMNLP 2023 main conference

L2CEval: Evaluating Language-to-Code Generation Capabilities of Large Language Models

Ansong Ni, Pengcheng Yin, Yilun Zhao, Martin Riddell, Troy Feng, Rui Shen, Stephen Yin, Ye Liu, Semih Yavuz, Caiming Xiong, Shafiq Joty, Yingbo Zhou, Dragomir Radev, Arman Cohan

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

Comments Project Website: https://l2c-eval.github.io/

LEVER: Learning to Verify Language-to-Code Generation with Execution

Ansong Ni, Srini Iyer, Dragomir Radev, Ves Stoyanov, Wen-tau Yih, Sida I. Wang, Xi Victoria Lin

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

Comments ICML'23; code available at https://github.com/niansong1996/lever

Learning to Combine Per-Example Solutions for Neural Program Synthesis

Disha Shrivastava, Hugo Larochelle, Daniel Tarlow

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

Comments NeurIPS 2021 (camera-ready version)

Automated Code generation for Information Technology Tasks in YAML through Large Language Models

Saurabh Pujar, Luca Buratti, Xiaojie Guo, Nicolas Dupuis, Burn Lewis, Sahil Suneja, Atin Sood, Ganesh Nalawade, Matthew Jones, Alessandro Morari, Ruchir Puri

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

GAP-Gen: Guided Automatic Python Code Generation

Junchen Zhao, Yurun Song, Junlin Wang, Ian G. Harris

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

Comments Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics: Student Research Workshop

Hierarchical Neural Program Synthesis

Linghan Zhong, Ryan Lindeborg, Jesse Zhang, Joseph J. Lim, Shao-Hua Sun

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