代码大模型 / AI 编程

Top Pass: Improve Code Generation by Pass@k-Maximized Code Ranking

Zhi-Cun Lyu, Xin-Ye Li, Zheng Xie, Ming Li

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

Comments Accepted by Frontier of Computer Science

Amortizing Pragmatic Program Synthesis with Rankings

Yewen Pu, Saujas Vaduguru, Priyan Vaithilingam, Elena Glassman, Daniel Fried

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

Comments I accidentally submitted a new version of this (arXiv:2407.02499) instead of replacing this one, so I'll take this one out as it is out-dated

Amortizing Pragmatic Program Synthesis with Rankings

Yewen Pu, Saujas Vaduguru, Priyan Vaithilingam, Elena Glassman, Daniel Fried

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

Comments icml 2024. This work supersedes and serves as a new version of arXiv:2309.03225

Code Less, Align More: Efficient LLM Fine-tuning for Code Generation with Data Pruning

Yun-Da Tsai, Mingjie Liu, Haoxing Ren

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

CodeGemma: Open Code Models Based on Gemma

CodeGemma Team, Heri Zhao, Jeffrey Hui, Joshua Howland, Nam Nguyen, Siqi Zuo, Andrea Hu, Christopher A. Choquette-Choo, Jingyue Shen, Joe Kelley, Kshitij Bansal, Luke Vilnis, Mateo Wirth, Paul Michel, Peter Choy, Pratik Joshi, Ravin Kumar, Sarmad Hashmi, Shubham Agrawal, Zhitao Gong, Jane Fine, Tris Warkentin, Ale Jakse Hartman, Bin Ni, Kathy Korevec, Kelly Schaefer, Scott Huffman

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

Comments v1: 11 pages, 4 figures, 5 tables. v2: Update metadata

Real2Code: Reconstruct Articulated Objects via Code Generation

Zhao Mandi, Yijia Weng, Dominik Bauer, Shuran Song

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

Repoformer: Selective Retrieval for Repository-Level Code Completion

Di Wu, Wasi Uddin Ahmad, Dejiao Zhang, Murali Krishna Ramanathan, Xiaofei Ma

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

Comments ICML 2024

Dataflow-Guided Retrieval Augmentation for Repository-Level Code Completion

Wei Cheng, Yuhan Wu, Wei Hu

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

Comments Accepted in the 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024)

ExeDec: Execution Decomposition for Compositional Generalization in Neural Program Synthesis

Kensen Shi, Joey Hong, Yinlin Deng, Pengcheng Yin, Manzil Zaheer, Charles Sutton

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

Comments ICLR 2024

On the Limitations of Embedding Based Methods for Measuring Functional Correctness for Code Generation

Atharva Naik

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

Code Generation for Machine Learning using Model-Driven Engineering and SysML

Simon Raedler, Matthias Rupp, Eugen Rigger, Stefanie Rinderle-Ma

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

CYCLE: Learning to Self-Refine the Code Generation

Yangruibo Ding, Marcus J. Min, Gail Kaiser, Baishakhi Ray

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

Comments Camera-ready for OOPSLA'24

CodeCoT: Tackling Code Syntax Errors in CoT Reasoning for Code Generation

Dong Huang, Qingwen Bu, Yuhao Qing, Heming Cui

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

Comments Title changed

RoboScript: Code Generation for Free-Form Manipulation Tasks across Real and Simulation

Junting Chen, Yao Mu, Qiaojun Yu, Tianming Wei, Silang Wu, Zhecheng Yuan, Zhixuan Liang, Chao Yang, Kaipeng Zhang, Wenqi Shao, Yu Qiao, Huazhe Xu, Mingyu Ding, Ping Luo

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

Comments 10 pages of main paper, 4 pages of appendix; 10 figures in main paper, 3 figures in appendix

Make Every Move Count: LLM-based High-Quality RTL Code Generation Using MCTS

Matthew DeLorenzo, Animesh Basak Chowdhury, Vasudev Gohil, Shailja Thakur, Ramesh Karri, Siddharth Garg, Jeyavijayan Rajendran

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

StepCoder: Improve Code Generation with Reinforcement Learning from Compiler Feedback

Shihan Dou, Yan Liu, Haoxiang Jia, Limao Xiong, Enyu Zhou, Wei Shen, Junjie Shan, Caishuang Huang, Xiao Wang, Xiaoran Fan, Zhiheng Xi, Yuhao Zhou, Tao Ji, Rui Zheng, Qi Zhang, Xuanjing Huang, Tao Gui

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

Comments 13 pages, 5 figures

StructCoder: Structure-Aware Transformer for Code Generation

Sindhu Tipirneni, Ming Zhu, Chandan K. Reddy

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

Novel Preprocessing Technique for Data Embedding in Engineering Code Generation Using Large Language Model

Yu-Chen Lin, Akhilesh Kumar, Norman Chang, Wenliang Zhang, Muhammad Zakir, Rucha Apte, Haiyang He, Chao Wang, Jyh-Shing Roger Jang

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

Personalised Distillation: Empowering Open-Sourced LLMs with Adaptive Learning for Code Generation

Hailin Chen, Amrita Saha, Steven Hoi, Shafiq Joty

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

Comments Accepted to EMNLP 2023; Codes at: https://github.com/SalesforceAIResearch/PersDistill

Leveraging Print Debugging to Improve Code Generation in Large Language Models

Xueyu Hu, Kun Kuang, Jiankai Sun, Hongxia Yang, Fei Wu

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

Hot or Cold? Adaptive Temperature Sampling for Code Generation with Large Language Models

Yuqi Zhu, Jia Li, Ge Li, YunFei Zhao, Jia Li, Zhi Jin, Hong Mei

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

Comments This paper is accepted by AAAI 2024

VerilogEval: Evaluating Large Language Models for Verilog Code Generation

Mingjie Liu, Nathaniel Pinckney, Brucek Khailany, Haoxing Ren

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

Comments ICCAD 2023 Invited Paper. Prior version contained errors in the numbers reported for gpt-4 in Table II

Testing LLMs on Code Generation with Varying Levels of Prompt Specificity

Lincoln Murr, Morgan Grainger, David Gao

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

Extended Paper: API-driven Program Synthesis for Testing Static Typing Implementations

Thodoris Sotiropoulos, Stefanos Chaliasos, Zhendong Su

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

Retrieval-Augmented Code Generation for Universal Information Extraction

Yucan Guo, Zixuan Li, Xiaolong Jin, Yantao Liu, Yutao Zeng, Wenxuan Liu, Xiang Li, Pan Yang, Long Bai, Jiafeng Guo, Xueqi Cheng

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

Assessing the Promise and Pitfalls of ChatGPT for Automated Code Generation

Muhammad Fawad Akbar Khan, Max Ramsdell, Erik Falor, Hamid Karimi

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

ChatCoder: Chat-based Refine Requirement Improves LLMs' Code Generation

Zejun Wang, Jia Li, Ge Li, Zhi Jin

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

Compositional Generalization and Decomposition in Neural Program Synthesis

Kensen Shi, Joey Hong, Manzil Zaheer, Pengcheng Yin, Charles Sutton

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

Comments Published at the Deep Learning for Code (DL4C) Workshop at ICLR 2022

CrossBeam: Learning to Search in Bottom-Up Program Synthesis

Kensen Shi, Hanjun Dai, Kevin Ellis, Charles Sutton

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

Comments Published at ICLR 2022

BUSTLE: Bottom-Up Program Synthesis Through Learning-Guided Exploration

Augustus Odena, Kensen Shi, David Bieber, Rishabh Singh, Charles Sutton, Hanjun Dai

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