代码大模型 / AI 编程

Can ChatGPT Support Developers? An Empirical Evaluation of Large Language Models for Code Generation

Kailun Jin, Chung-Yu Wang, Hung Viet Pham, Hadi Hemmati

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

Comments 4 pages, 3 figures, 21st International Conference on Mining Software Repositories (MSR '24), April 15-16, 2024, Lisbon, Portugal

Exploring Language Model's Code Generation Ability with Auxiliary Functions

Seonghyeon Lee, Sanghwan Jang, Seongbo Jang, Dongha Lee, Hwanjo Yu

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

Comments NAACL2024 Findings

Grounding Data Science Code Generation with Input-Output Specifications

Yeming Wen, Pengcheng Yin, Kensen Shi, Henryk Michalewski, Swarat Chaudhuri, Alex Polozov

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

CodeChain: Towards Modular Code Generation Through Chain of Self-revisions with Representative Sub-modules

Hung Le, Hailin Chen, Amrita Saha, Akash Gokul, Doyen Sahoo, Shafiq Joty

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

Comments Accepted to ICLR 2024

Quantifying Contamination in Evaluating Code Generation Capabilities of Language Models

Martin Riddell, Ansong Ni, Arman Cohan

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

DevEval: Evaluating Code Generation in Practical Software Projects

Jia Li, Ge Li, Yunfei Zhao, Yongmin Li, Zhi Jin, Hao Zhu, Huanyu Liu, Kaibo Liu, Lecheng Wang, Zheng Fang, Lanshen Wang, Jiazheng Ding, Xuanming Zhang, Yihong Dong, Yuqi Zhu, Bin Gu, Mengfei Yang

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

Comments We are re-checking this benchmark and repeating related experiments. New versions of DevEval will be released later

Compositional API Recommendation for Library-Oriented Code Generation

Zexiong Ma, Shengnan An, Bing Xie, Zeqi Lin

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

Journal ref 32nd IEEE/ACM International Conference on Program Comprehension (ICPC 2024), Apr 2024, Lisboa, Portugal

A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis

Izzeddin Gur, Hiroki Furuta, Austin Huang, Mustafa Safdari, Yutaka Matsuo, Douglas Eck, Aleksandra Faust

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

Comments Accepted to ICLR 2024 (Oral)

Can ChatGPT replace StackOverflow? A Study on Robustness and Reliability of Large Language Model Code Generation

Li Zhong, Zilong Wang

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

Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering

Tal Ridnik, Dedy Kredo, Itamar Friedman

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

Function-constrained Program Synthesis

Patrick Hajali, Ignas Budvytis

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

Comments 17 pages, 6 figures, 2023 NeurIPS R0-Fomo Workshop; corrected typo on fig 1 caption

Enhancing Large Language Models for Secure Code Generation: A Dataset-driven Study on Vulnerability Mitigation

Jiexin Wang, Liuwen Cao, Xitong Luo, Zhiping Zhou, Jiayuan Xie, Adam Jatowt, Yi Cai

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

Interactive Code Generation via Test-Driven User-Intent Formalization

Shuvendu K. Lahiri, Sarah Fakhoury, Aaditya Naik, Georgios Sakkas, Saikat Chakraborty, Madanlal Musuvathi, Piali Choudhury, Curtis von Veh, Jeevana Priya Inala, Chenglong Wang, Jianfeng Gao

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

Comments 18 pages

Antecedent Predictions Are More Important Than You Think: An Effective Method for Tree-Based Code Generation

Yihong Dong, Ge Li, Xue Jiang, Zhi Jin

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

Comments Accepted to ECAI-23

Outline, Then Details: Syntactically Guided Coarse-To-Fine Code Generation

Wenqing Zheng, S P Sharan, Ajay Kumar Jaiswal, Kevin Wang, Yihan Xi, Dejia Xu, Zhangyang Wang

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

Comments Accepted in ICML 2023

Execution-Based Evaluation for Open-Domain Code Generation

Zhiruo Wang, Shuyan Zhou, Daniel Fried, Graham Neubig

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

Think Outside the Code: Brainstorming Boosts Large Language Models in Code Generation

Xin-Ye Li, Jiang-Tian Xue, Zheng Xie, Ming Li

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

Comments 13 pages, 5 figures

Improved Tree Search for Automatic Program Synthesis

Aran Carmon, Lior Wolf

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

Comments Proceedings of the 2nd Exploration in Reinforcement Learning Workshop at the 36th International Conference on Machine Learning, 2019

Competition-Level Code Generation with AlphaCode

Yujia Li, David Choi, Junyoung Chung, Nate Kushman, Julian Schrittwieser, Rémi Leblond, Tom Eccles, James Keeling, Felix Gimeno, Agustin Dal Lago, Thomas Hubert, Peter Choy, Cyprien de Masson d'Autume, Igor Babuschkin, Xinyun Chen, Po-Sen Huang, Johannes Welbl, Sven Gowal, Alexey Cherepanov, James Molloy, Daniel J. Mankowitz, Esme Sutherland Robson, Pushmeet Kohli, Nando de Freitas, Koray Kavukcuoglu, Oriol Vinyals

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

Comments 74 pages

Programming Is Hard -- Or at Least It Used to Be: Educational Opportunities And Challenges of AI Code Generation

Brett A. Becker, Paul Denny, James Finnie-Ansley, Andrew Luxton-Reilly, James Prather, Eddie Antonio Santos

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

Comments 7 pages

Less is More: Summary of Long Instructions is Better for Program Synthesis

Kirby Kuznia, Swaroop Mishra, Mihir Parmar, Chitta Baral

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

Comments EMNLP 2022

Exploring and Evaluating Personalized Models for Code Generation

Andrei Zlotchevski, Dawn Drain, Alexey Svyatkovskiy, Colin Clement, Neel Sundaresan, Michele Tufano

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

Comments Accepted to the ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (ESEC/FSE 2022), Industry Track - Singapore, November 14-18, 2022, to appear 9 pages

CERT: Continual Pre-Training on Sketches for Library-Oriented Code Generation

Daoguang Zan, Bei Chen, Dejian Yang, Zeqi Lin, Minsu Kim, Bei Guan, Yongji Wang, Weizhu Chen, Jian-Guang Lou

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

Comments Accepted for publication at IJCAI-ECAI 2022

Can NMT Understand Me? Towards Perturbation-based Evaluation of NMT Models for Code Generation

Pietro Liguori, Cristina Improta, Simona De Vivo, Roberto Natella, Bojan Cukic, Domenico Cotroneo

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

Comments Paper accepted for publication in the proceedings of The 1st Intl. Workshop on Natural Language-based Software Engineering (NLBSE) to be held with ICSE 2022

Compilable Neural Code Generation with Compiler Feedback

Xin Wang, Yasheng Wang, Yao Wan, Fei Mi, Yitong Li, Pingyi Zhou, Jin Liu, Hao Wu, Xin Jiang, Qun Liu

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

Comments Accepted by ACL 2022

Latent Execution for Neural Program Synthesis

Xinyun Chen, Dawn Song, Yuandong Tian

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

Comments Published in NeurIPS 2021

Solving Linear Algebra by Program Synthesis

Iddo Drori, Nakul Verma

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

Comments 32 pages, 3 figures

Using Program Synthesis and Inductive Logic Programming to solve Bongard Problems

Atharv Sonwane, Sharad Chitlangia, Tirtharaj Dash, Lovekesh Vig, Gautam Shroff, Ashwin Srinivasan

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

Comments Equal contribution from first two authors. Accepted at the 10th International Workshop on Approaches and Applications of Inductive Programming as a Work In Progress Report

Geometry of Program Synthesis

James Clift, Daniel Murfet, James Wallbridge

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

Comments 16 pages, 7 figures

Process Discovery for Structured Program Synthesis

Dell Zhang, Alexander Kuhnle, Julian Richardson, Murat Sensoy

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