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"

50 / 208 papers shown

Title
Mechanistic Understanding of Language Models in Syntactic Code Completion Samuel Miller Daking Rai Ziyu Yao LRM 93 0 0 20 Feb 2025
Exposing Numeracy Gaps: A Benchmark to Evaluate Fundamental Numerical Abilities in Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Haoyang Li Xuejia Chen Zhanchao Xu Darian Li Nicole Hu ... Yongbin Li Luyu Qiu C. Zhang Qing Li Lei Chen ELM LRM 225 4 0 16 Feb 2025
ShapeLib: Designing a library of programmatic 3D shape abstractions with Large Language Models R. K. Jones Paul Guerrero Niloy J. Mitra Daniel E. Ritchie 158 0 0 13 Feb 2025
Improving Existing Optimization Algorithms with LLMs Camilo Chacón Sartori Christian Blum 168 5 0 12 Feb 2025
Can Large Language Models Understand Intermediate Representations in Compilers? Hailong Jiang Jianfeng Zhu Yao Wan B. Fang Hongyu Zhang Hailong Jiang Qiang Guan 256 1 0 07 Feb 2025
Towards Advancing Code Generation with Large Language Models: A Research Roadmap Haolin Jin Huaming Chen Qinghua Lu Liming Zhu LLMAG 186 4 0 20 Jan 2025
Dafny as Verification-Aware Intermediate Language for Code Generation Yue Chen Li Stefan Zetzsche Siva Somayyajula ALM 171 3 0 10 Jan 2025
From Code to Compliance: Assessing ChatGPT's Utility in Designing an Accessible Webpage -- A Case Study Ammar Ahmed Margarida Fresco Fredrik Forsberg Hallvard Grotli 116 4 0 07 Jan 2025
LSAQ: Layer-Specific Adaptive Quantization for Large Language Model Deployment Binrui Zeng Shezheng Song Xiaodong Liu Jie Yu Shan Zhao Jun Ma Xiaopeng Li Shasha Li Xinran Hong Yongtao Tang MQ 232 1 0 24 Dec 2024
LLM Agent for Fire Dynamics Simulations Leidong Xu Danyal Mohaddes Yi Wang AI4CE LLMAG 111 6 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 332 7 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 345 316 0 18 Dec 2024
KaSA: Knowledge-Aware Singular-Value Adaptation of Large Language ModelsInternational Conference on Learning Representations (ICLR), 2024 Fan Wang Juyong Jiang Chansung Park Sunghun Kim Jing Tang 358 4 0 08 Dec 2024
Generating a Low-code Complete Workflow via Task Decomposition and RAG Orlando Marquez Ayala Patrice Béchard 215 2 0 29 Nov 2024
Leveraging Large Language Models and Topic Modeling for Toxicity ClassificationInternational Conference on Computing, Networking and Communications (ICNC), 2024 Haniyeh Ehsani Oskouie Christina Chance Claire Huang Margaret Capetz Elizabeth Eyeson Majid Sarrafzadeh 145 5 0 26 Nov 2024
LLMPirate: LLMs for Black-box Hardware IP PiracyNetwork and Distributed System Security Symposium (NDSS), 2024 Vasudev Gohil Matthew DeLorenzo Veera Vishwa Achuta Sai Venkat Nallam Joey See Jeyavijayan Rajendran 196 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 337 6 0 20 Nov 2024
Model Editing for LLMs4Code: How Far are We?International Conference on Software Engineering (ICSE), 2024 Xiaopeng Li Shasha Li Shan Zhao Jun Ma Jie Yu Xiaodong Liu Jing Wang Shezheng Song Weimin Zhang KELM 187 9 0 11 Nov 2024
FALCON: Feedback-driven Adaptive Long/short-term memory reinforced Coding Optimization system Zeyuan Li Yangfan He Lewei He Jianhui Wang Lewei He Bin Lei Tianyu Shi Qiuwu Chen ALM 431 11 0 28 Oct 2024
CoqPilot, a plugin for LLM-based generation of proofsInternational Conference on Automated Software Engineering (ASE), 2024 Nikita Khramov Gleb Solovev Nikita Khramov Anton Podkopaev 86 10 0 25 Oct 2024
Take Caution in Using LLMs as Human Surrogates: Scylla Ex MachinaProceedings of the National Academy of Sciences of the United States of America (PNAS), 2024 Yuan Gao Dokyun Lee Gordon Burtch Sina Fazelpour LRM 366 31 0 25 Oct 2024
An Intelligent Agentic System for Complex Image Restoration ProblemsInternational Conference on Learning Representations (ICLR), 2024 Kaiwen Zhu Jinjin Gu Zhiyuan You Yu Qiao Chao Dong 330 16 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 306 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 98 1 0 19 Oct 2024
Evaluating Quantized Large Language Models for Code Generation on Low-Resource Language BenchmarksJournal of Computer Languages (JCL), 2024 Enkhbold Nyamsuren MQ 173 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 175 4 0 18 Oct 2024
Montessori-Instruct: Generate Influential Training Data Tailored for Student LearningInternational Conference on Learning Representations (ICLR), 2024 Xiaochuan Li Zichun Yu Chenyan Xiong SyDa 136 5 0 18 Oct 2024
ETF: An Entity Tracing Framework for Hallucination Detection in Code SummariesAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Kishan Maharaj Vitobha Munigala Srikanth G. Tamilselvam Praveen Venkateswaran Sayandeep Sen Palani Kodeswaran Abhijit Mishra Pushpak Bhattacharyya HILM 252 1 0 17 Oct 2024
FLARE: Faithful Logic-Aided Reasoning and Exploration Erik Arakelyan Pasquale Minervini Pat Verga Patrick Lewis Isabelle Augenstein ReLM LRM 328 3 0 14 Oct 2024
RoCoFT: Efficient Finetuning of Large Language Models with Row-Column UpdatesAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Md. Kowsher Tara Esmaeilbeig Chun-Nam Yu Chen Chen Mojtaba Soltanalian Niloofar Yousefi 233 2 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 127 5 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 110 14 0 09 Oct 2024
ChatVis: Automating Scientific Visualization with a Large Language Model Tanwi Mallick Orcun Yildiz David Lenz Tom Peterka 66 7 0 07 Oct 2024
Can Watermarked LLMs be Identified by Users via Crafted Prompts?International Conference on Learning Representations (ICLR), 2024 Aiwei Liu Sheng Guan Wenshu Fan Leyi Pan Yifei Zhang Liancheng Fang Lijie Wen Philip S. Yu Xuming Hu WaLM 730 12 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 308 28 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 197 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 226 7 0 03 Oct 2024
The why, what, and how of AI-based coding in scientific research Tonghe Zhuang Zhicheng Lin 61 1 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 263 15 0 29 Sep 2024
Selection of Prompt Engineering Techniques for Code Generation through Predicting Code Complexity Chung-Yu Wang Alireza DaghighFarsoodeh Hung Viet Pham 150 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 217 0 0 18 Sep 2024
Towards Agentic AI on Particle Accelerators Antonin Sulc Thorsten Hellert Raimund Kammering Hayden Houscher Jason St. John 228 4 0 10 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 459 53 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 228 108 0 04 Sep 2024
Enhancing SQL Query Generation with Neurosymbolic Reasoning Henrijs Princis Cristina David Alan Mycroft 133 4 0 25 Aug 2024
LlamaDuo: LLMOps Pipeline for Seamless Migration from Service LLMs to Small-Scale Local LLMsAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Chansung Park Juyong Jiang Fan Wang Sayak Paul Jing Tang 252 5 0 24 Aug 2024
Problem Solving Through Human-AI Preference-Based CooperationComputational Linguistics (CL), 2024 Subhabrata Dutta Timo Kaufmann Goran Glavaš Ivan Habernal Kristian Kersting Frauke Kreuter Mira Mezini Iryna Gurevych Eyke Hüllermeier Hinrich Schuetze 612 5 0 14 Aug 2024
CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph DatabasesNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Xiangyan Liu Bo Lan Zhiyuan Hu Yang Liu Zhicheng Zhang Haiwei Yang Michael Shieh Ang Wang 169 37 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 542 31 0 06 Aug 2024
The Impact of Hyperparameters on Large Language Model Inference Performance: An Evaluation of vLLM and HuggingFace Pipelines Agathe Balayn 157 9 0 02 Aug 2024