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GiFT: Gibbs Fine-Tuning for Code Generation

17 February 2025

Author Contacts:

haochen003@ntu.edu.sg wanjin_feng@outlook.com xin.zhou@ntu.edu.sg zqshen@ntu.edu.sg

SyDa

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Papers citing "GiFT: Gibbs Fine-Tuning for Code Generation"

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Title
SWE-Synth: Synthesizing Verifiable Bug-Fix Data to Enable Large Language Models in Resolving Real-World Bugs Minh V.T. Pham Huy N. Phan Hoang N. Phan Cuong Le Chi Thien Hang Nguyen Nghi D. Q. Bui SyDa 80 0 0 20 Apr 2025
Large Language Models for Code Generation: A Comprehensive Survey of Challenges, Techniques, Evaluation, and Applications Nam Huynh Beiyu Lin LM&MA 122 16 0 03 Mar 2025
Mitigating Tail Narrowing in LLM Self-Improvement via Socratic-Guided Sampling Yiwen Ding Zhiheng Xi Wei He Zhuoyuan Li Yitao Zhai Xiaowei Shi Xunliang Cai Tao Gui Qi Zhang Xuanjing Huang LRM 138 5 0 24 Feb 2025
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 140 4 0 20 Nov 2024
CodeInsight: A Curated Dataset of Practical Coding Solutions from Stack Overflow Nathanael Beau Benoît Crabbé 90 1 0 25 Sep 2024
B4: Towards Optimal Assessment of Plausible Code Solutions with Plausible Tests Mouxiang Chen Zhongxin Liu He Tao Yusu Hong David Lo Xin Xia Jianling Sun 60 5 0 13 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 102 51 0 04 Sep 2024
InverseCoder: Unleashing the Power of Instruction-Tuned Code LLMs with Inverse-Instruct Yutong Wu Di Huang Wenxuan Shi Wei Wang Lingzhe Gao ... Qi Guo Yewen Pu Dawei Yin Xing Hu Yunji Chen SyDa 64 2 0 08 Jul 2024
MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs Zimu Lu Aojun Zhou Houxing Ren Ke Wang Weikang Shi Junting Pan Mingjie Zhan Hongsheng Li SyDa LRM 76 46 0 26 Feb 2024
A Tale of Tails: Model Collapse as a Change of Scaling Laws Elvis Dohmatob Yunzhen Feng Pu Yang Francois Charton Julia Kempe 54 75 0 10 Feb 2024
StepCoder: Improve Code Generation with Reinforcement Learning from Compiler Feedback Shihan Dou Yan Liu Haoxiang Jia Limao Xiong Enyu Zhou ... Tao Ji Rui Zheng Qi Zhang Xuanjing Huang Tao Gui LLMAG 95 38 0 02 Feb 2024
DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence Daya Guo Qihao Zhu Dejian Yang Zhenda Xie Kai Dong ... Yu-Huan Wu Yiming Li Fuli Luo Yingfei Xiong W. Liang ELM 120 765 0 25 Jan 2024
Rewriting the Code: A Simple Method for Large Language Model Augmented Code Search Haochen Li Xin Zhou Zhiqi Shen 60 13 0 09 Jan 2024
WaveCoder: Widespread And Versatile Enhancement For Code Large Language Models By Instruction Tuning Zhaojian Yu Xin Zhang Ning Shang Yangyu Huang Can Xu Yishujie Zhao Wenxiang Hu Qiufeng Yin SyDa 86 25 0 20 Dec 2023
Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models Avi Singh John D. Co-Reyes Rishabh Agarwal Ankesh Anand Piyush Patil ... Yamini Bansal Ethan Dyer Behnam Neyshabur Jascha Narain Sohl-Dickstein Noah Fiedel ALM LRM ReLM SyDa 204 183 0 11 Dec 2023
Rethinking Negative Pairs in Code Search Haochen Li Xin Zhou Anh Tuan Luu Chunyan Miao 77 11 0 12 Oct 2023
Code Llama: Open Foundation Models for Code Baptiste Rozière Jonas Gehring Fabian Gloeckle Sten Sootla Itai Gat ... Hugo Touvron Louis Martin Nicolas Usunier Thomas Scialom Gabriel Synnaeve ELM ALM 108 2,037 0 24 Aug 2023
Reinforced Self-Training (ReST) for Language Modeling Çağlar Gülçehre T. Paine S. Srinivasan Ksenia Konyushkova L. Weerts ... Chenjie Gu Wolfgang Macherey Arnaud Doucet Orhan Firat Nando de Freitas OffRL 119 298 0 17 Aug 2023
Large Language Models Michael R Douglas LLMAG LM&MA 138 628 0 11 Jul 2023
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 90 679 0 14 Jun 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 354 4,312 0 09 Jun 2023
The Curse of Recursion: Training on Generated Data Makes Models Forget Ilia Shumailov Zakhar Shumaylov Yiren Zhao Y. Gal Nicolas Papernot Ross J. Anderson DiffM 77 297 0 27 May 2023
Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation Jiawei Liu Chun Xia Yuyao Wang Lingming Zhang ELM ALM 246 921 0 02 May 2023
Self-Instruct: Aligning Language Models with Self-Generated Instructions Yizhong Wang Yeganeh Kordi Swaroop Mishra Alisa Liu Noah A. Smith Daniel Khashabi Hannaneh Hajishirzi ALM SyDa LRM 120 2,224 0 20 Dec 2022
Large Language Models Meet NL2Code: A Survey Daoguang Zan B. Chen Fengji Zhang Di Lu Bingchao Wu Bei Guan Yongji Wang Jian-Guang Lou ELM ALM 53 177 0 19 Dec 2022
Exploring Representation-Level Augmentation for Code Search Haochen Li Steven C. H. Hoi Cyril Leung Yanxian Huang Yuan Huang Hongyu Zhang Yanlin Wang 85 19 0 21 Oct 2022
Large Language Models Can Self-Improve Jiaxin Huang S. Gu Le Hou Yuexin Wu Xuezhi Wang Hongkun Yu Jiawei Han ReLM AI4MH LRM 187 608 0 20 Oct 2022
CodeT: Code Generation with Generated Tests Bei Chen Fengji Zhang A. Nguyen Daoguang Zan Zeqi Lin Jian-Guang Lou Weizhu Chen 91 339 0 21 Jul 2022
Program Synthesis with Large Language Models Jacob Austin Augustus Odena Maxwell Nye Maarten Bosma Henryk Michalewski ... Ellen Jiang Carrie J. Cai Michael Terry Quoc V. Le Charles Sutton ELM AIMat ReCod ALM 195 1,954 0 16 Aug 2021
Measuring Coding Challenge Competence With APPS Dan Hendrycks Steven Basart Saurav Kadavath Mantas Mazeika Akul Arora ... Collin Burns Samir Puranik Horace He Basel Alomair Jacob Steinhardt ELM AIMat ALM 251 681 0 20 May 2021