A Survey on Large Language Models for Code Generation

1 June 2024

Fan Wang

Papers citing "A Survey on Large Language Models for Code Generation"

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Title
LSAQ: Layer-Specific Adaptive Quantization for Large Language Model Deployment Binrui Zeng Shezheng Song Xiaodong Liu Jie Yu Huijun Liu Jun Ma Xiaopeng Li Shasha Li Xinran Hong Yongtao Tang MQ 166 1 0 24 Dec 2024
LLM Agent for Fire Dynamics Simulations Leidong Xu Danyal Mohaddes Yi Wang AI4CE LLMAG 91 5 0 22 Dec 2024
Reasoning Through Execution: Unifying Process and Outcome Rewards for Code Generation Zhuohao Yu Weizheng Gu Yidong Wang Xingru Jiang Zhengran Zeng Jindong Wang Wei Ye Shikun Zhang LRM 233 5 0 19 Dec 2024
Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference Benjamin Warner Antoine Chaffin Benjamin Clavié Orion Weller Oskar Hallström ... Tom Aarsen Nathan Cooper Griffin Adams Jeremy Howard Iacopo Poli 225 210 0 18 Dec 2024
KaSA: Knowledge-Aware Singular-Value Adaptation of Large Language Models Fan Wang Juyong Jiang Chansung Park Sunghun Kim Jing Tang 283 3 0 08 Dec 2024
Generating a Low-code Complete Workflow via Task Decomposition and RAG Orlando Marquez Ayala Patrice Béchard 143 2 0 29 Nov 2024
Leveraging Large Language Models and Topic Modeling for Toxicity Classification Haniyeh Ehsani Oskouie Christina Chance Claire Huang Margaret Capetz Elizabeth Eyeson Majid Sarrafzadeh 125 4 0 26 Nov 2024
LLMPirate: LLMs for Black-box Hardware IP Piracy Vasudev Gohil Matthew DeLorenzo Veera Vishwa Achuta Sai Venkat Nallam Joey See Jeyavijayan Rajendran 135 5 0 25 Nov 2024
DSTC: Direct Preference Learning with Only Self-Generated Tests and Code to Improve Code LMs Zhihan Liu Shenao Zhang Yongfei Liu Boyi Liu Yingxiang Yang Zhaoran Wang 218 5 0 20 Nov 2024
Model Editing for LLMs4Code: How Far are We? Xiaopeng Li Shasha Li Huijun Liu Jun Ma Jie Yu Xiaodong Liu Jing Wang Shezheng Song Weimin Zhang KELM 131 7 0 11 Nov 2024
FALCON: Feedback-driven Adaptive Long/short-term memory reinforced Coding Optimization system Zeyuan Li Yangfan He Lewei He Jianhui Wang Tianyu Shi Bin Lei Tianyu Shi Qiuwu Chen ALM 235 9 0 28 Oct 2024
CoqPilot, a plugin for LLM-based generation of proofs Andrei Kozyrev Gleb Solovev Nikita Khramov Anton Podkopaev 62 8 0 25 Oct 2024
Take Caution in Using LLMs as Human Surrogates: Scylla Ex Machina Yuan Gao Dokyun Lee Gordon Burtch Sina Fazelpour LRM 262 21 0 25 Oct 2024
An Intelligent Agentic System for Complex Image Restoration Problems Kaiwen Zhu Jinjin Gu Zhiyuan You Yu Qiao Chao Dong 230 11 0 23 Oct 2024
Can Large Language Models Invent Algorithms to Improve Themselves?: Algorithm Discovery for Recursive Self-Improvement through Reinforcement Learning Yoichi Ishibashi Taro Yano Masafumi Oyamada LRM AIFin 192 0 0 21 Oct 2024
GlitchMiner: Mining Glitch Tokens in Large Language Models via Gradient-based Discrete Optimization Zihui Wu Haichang Gao Ping Wang Shudong Zhang Zhaoxiang Liu Kai Wang 64 1 0 19 Oct 2024
Evaluating Quantized Large Language Models for Code Generation on Low-Resource Language Benchmarks Enkhbold Nyamsuren MQ 133 3 0 18 Oct 2024
From Solitary Directives to Interactive Encouragement! LLM Secure Code Generation by Natural Language Prompting Shigang Liu Bushra Sabir Seung Ick Jang Yuval Kansal Yansong Gao Kristen Moore A. Abuadbba Surya Nepal 103 3 0 18 Oct 2024
Montessori-Instruct: Generate Influential Training Data Tailored for Student Learning Xiaochuan Li Zichun Yu Chenyan Xiong SyDa 108 1 0 18 Oct 2024
ETF: An Entity Tracing Framework for Hallucination Detection in Code Summaries Kishan Maharaj Vitobha Munigala Srikanth G. Tamilselvam Praveen Venkateswaran Sayandeep Sen Palani Kodeswaran Abhijit Mishra Pushpak Bhattacharyya HILM 121 1 0 17 Oct 2024
FLARE: Faithful Logic-Aided Reasoning and Exploration Erik Arakelyan Pasquale Minervini Pat Verga Patrick Lewis Isabelle Augenstein ReLM LRM 280 3 0 14 Oct 2024
RoCoFT: Efficient Finetuning of Large Language Models with Row-Column Updates Md. Kowsher Tara Esmaeilbeig Chun-Nam Yu Chen Chen Mojtaba Soltanalian Niloofar Yousefi 120 1 0 14 Oct 2024
Don't Transform the Code, Code the Transforms: Towards Precise Code Rewriting using LLMs Chris Cummins Volker Seeker Jordi Armengol-Estapé Aram H. Markosyan Gabriel Synnaeve Hugh Leather 95 4 0 11 Oct 2024
Large Language Models as Code Executors: An Exploratory Study Chenyang Lyu Lecheng Yan Rui Xing Wenxi Li Younes Samih Tianbo Ji Longyue Wang ELM ALM LRM 93 11 0 09 Oct 2024
ChatVis: Automating Scientific Visualization with a Large Language Model Tanwi Mallick Orcun Yildiz David Lenz Tom Peterka 58 5 0 07 Oct 2024
Can Watermarked LLMs be Identified by Users via Crafted Prompts? Aiwei Liu Sheng Guan Teli Ma Leyi Pan Yifei Zhang Liancheng Fang Lijie Wen Philip S. Yu Xuming Hu WaLM 503 9 0 04 Oct 2024
AIME: AI System Optimization via Multiple LLM Evaluators Bhrij Patel Souradip Chakraborty Wesley A Suttle Mengdi Wang Amrit Singh Bedi Dinesh Manocha 130 19 0 04 Oct 2024
Tadashi: Enabling AI-Based Automated Code Generation With Guaranteed Correctness Emil Vatai Aleksandr Drozd Ivan R. Ivanov João Eduardo Batista Yinghao Ren Mohamed Wahib 149 2 0 04 Oct 2024
Mitigating Memorization In Language Models Mansi Sakarvadia Aswathy Ajith Arham Khan Nathaniel Hudson Caleb Geniesse Kyle Chard Yaoqing Yang Ian Foster Michael W. Mahoney KELM MU 194 4 0 03 Oct 2024
The why, what, and how of AI-based coding in scientific research Tonghe Zhuang Zhicheng Lin 53 0 0 03 Oct 2024
Balancing Cost and Effectiveness of Synthetic Data Generation Strategies for LLMs Yung-Chieh Chan George Pu Apaar Shanker Parth Suresh Penn Jenks John Heyer Sam Denton SyDa 127 12 0 29 Sep 2024
Selection of Prompt Engineering Techniques for Code Generation through Predicting Code Complexity Chung-Yu Wang Alireza DaghighFarsoodeh Hung Viet Pham 90 1 0 24 Sep 2024
Using Large Language Models to Generate Clinical Trial Tables and Figures Yumeng Yang Peter Krusche Kristyn Pantoja Cheng Shi Ethan B. Ludmir Kirk Roberts Gen Zhu LM&MA LMTD 133 0 0 18 Sep 2024
Towards Agentic AI on Particle Accelerators Antonin Sulc Thorsten Hellert Raimund Kammering Hayden Houscher Jason St. John 101 4 0 10 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 379 40 0 10 Sep 2024
Large Language Model-Based Agents for Software Engineering: A Survey Junwei Liu Kaixin Wang Yixuan Chen Mingwei Liu Zhenpeng Chen Lingming Zhang Xin Peng AI4CE LLMAG LM&Ro 132 77 0 04 Sep 2024
Enhancing SQL Query Generation with Neurosymbolic Reasoning Henrijs Princis Cristina David Alan Mycroft 93 3 0 25 Aug 2024
LlamaDuo: LLMOps Pipeline for Seamless Migration from Service LLMs to Small-Scale Local LLMs Chansung Park Juyong Jiang Fan Wang Sayak Paul Jing Tang 171 3 0 24 Aug 2024
Problem Solving Through Human-AI Preference-Based Cooperation Subhabrata Dutta Timo Kaufmann Goran Glavaš Ivan Habernal Kristian Kersting Frauke Kreuter Mira Mezini Iryna Gurevych Eyke Hüllermeier Hinrich Schuetze 403 3 0 14 Aug 2024
CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases Xiangyan Liu Bo Lan Zhiyuan Hu Yang Liu Zhicheng Zhang Fei Wang Michael Shieh Ang Wang 145 21 0 07 Aug 2024
Non-Determinism of "Deterministic" LLM Settings Berk Atil Alexa Chittams Liseng Fu Ferhan Ture Lixinyu Xu ... Tomasz Tudrej Ferhan Ture Zhe Wu Lixinyu Xu Breck Baldwin 181 10 0 06 Aug 2024
The Impact of Hyperparameters on Large Language Model Inference Performance: An Evaluation of vLLM and HuggingFace Pipelines Agathe Balayn 117 7 0 02 Aug 2024
WebApp1K: A Practical Code-Generation Benchmark for Web App Development Yi Cui ALM 50 5 0 30 Jul 2024
Grammar-based Game Description Generation using Large Language Models Tsunehiko Tanaka Edgar Simo-Serra 193 4 0 24 Jul 2024
Meta Large Language Model Compiler: Foundation Models of Compiler Optimization Chris Cummins Volker Seeker Dejan Grubisic Baptiste Roziere Jonas Gehring Gabriel Synnaeve Hugh Leather 128 35 0 27 Jun 2024
A Survey on Mixture of Experts in Large Language Models Weilin Cai Juyong Jiang Fan Wang Jing Tang Sunghun Kim Jiayi Huang MoE 176 134 0 26 Jun 2024
A Systematic Literature Review on the Use of Machine Learning in Software Engineering Nyaga Fred I. O. Temkin 200 0 0 19 Jun 2024
VersiCode: Towards Version-controllable Code Generation Tongtong Wu Weigang Wu Xingyu Wang Kang Xu Suyu Ma Bo Jiang Ping Yang Zhenchang Xing Yuan-Fang Li Gholamreza Haffari 130 6 0 11 Jun 2024
Shortcut-connected Expert Parallelism for Accelerating Mixture-of-Experts Weilin Cai Juyong Jiang Le Qin Junwei Cui Sunghun Kim Jiayi Huang 246 17 0 07 Apr 2024
WizardCoder: Empowering Code Large Language Models with Evol-Instruct Ziyang Luo Can Xu Pu Zhao Qingfeng Sun Xiubo Geng Wenxiang Hu Chongyang Tao Jing Ma Qingwei Lin Daxin Jiang ELM SyDa ALM 357 744 0 14 Jun 2023