Deep Learning for Code Intelligence: Survey, Benchmark and Toolkit

30 December 2023

Philip S. Yu

Papers citing "Deep Learning for Code Intelligence: Survey, Benchmark and Toolkit"

24 / 24 papers shown

Title
Code-Driven Inductive Synthesis: Enhancing Reasoning Abilities of Large Language Models with Sequences Kedi Chen Zhikai Lei Fan Zhang Yinqi Zhang Qin Chen Jie Zhou Liang He Qipeng Guo K. Chen Wei-na Zhang ELM LRM 49 0 0 17 Mar 2025
Program Synthesis Dialog Agents for Interactive Decision-Making Matthew Toles Nikhil Balwani Rattandeep Singh Valentina Giulia Sartori Rodriguez Zhou Yu 55 0 0 26 Feb 2025
CODESYNC: Synchronizing Large Language Models with Dynamic Code Evolution at Scale Chenlong Wang Zhaoyang Chu Zhengxiang Cheng Xuyi Yang Kaiyue Qiu Yao Wan Zhou Zhao Xuanhua Shi D. Z. Chen ALM SyDa 41 0 0 23 Feb 2025
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Imam Nur Bani Yusuf Lingxiao Jiang 72 0 0 18 Dec 2024
Mastering the Craft of Data Synthesis for CodeLLMs Meng Chen Philip Arthur Qianyu Feng Cong Duy Vu Hoang Yu-Heng Hong ... Mark Johnson K. K. Don Dharmasiri Long Duong Yuan-Fang Li SyDa 43 1 0 16 Oct 2024
In-Context Code-Text Learning for Bimodal Software Engineering Xunzhu Tang Liran Wang Yonghui Liu Linzheng Chai Jian Yang Zhoujun Li Haoye Tian Jacques Klein Tegawende F. Bissyande 17 0 0 08 Oct 2024
Open Artificial Knowledge Vadim Borisov Richard H. Schreiber 43 0 0 19 Jul 2024
Benchmarks and Metrics for Evaluations of Code Generation: A Critical Review Debalina Ghosh Paul Hong Zhu Ian Bayley ALM ELM 29 9 0 18 Jun 2024
Machine Learning for Blockchain Data Analysis: Progress and Opportunities Poupak Azad Cüneyt Gürcan Akçora Arijit Khan 19 3 0 28 Apr 2024
A Systematic Literature Review on Explainability for Machine/Deep Learning-based Software Engineering Research Sicong Cao Xiaobing Sun Ratnadira Widyasari David Lo Xiaoxue Wu ... Jiale Zhang Bin Li Wei Liu Di Wu Yixin Chen 21 6 0 26 Jan 2024
Large Language Model-Aware In-Context Learning for Code Generation Jia Li Ge Li Chongyang Tao Jia Li Huangzhao Zhang Fang Liu Zhi Jin 39 24 0 15 Oct 2023
Automatic Comment Generation via Multi-Pass Deliberation Fangwen Mu Xiao Chen Lin Shi Song Wang Qing Wang 25 11 0 14 Sep 2022
No More Fine-Tuning? An Experimental Evaluation of Prompt Tuning in Code Intelligence Chaozheng Wang Yuanhang Yang Cuiyun Gao Yun Peng Hongyu Zhang Michael R. Lyu AAML 40 129 0 24 Jul 2022
CodeQA: A Question Answering Dataset for Source Code Comprehension Chenxiao Liu Xiaojun Wan 27 27 0 17 Sep 2021
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation Yue Wang Weishi Wang Shafiq R. Joty S. Hoi 196 1,451 0 02 Sep 2021
CURE: Code-Aware Neural Machine Translation for Automatic Program Repair Nan Jiang Thibaud Lutellier Lin Tan NAI 120 233 0 26 Feb 2021
DOBF: A Deobfuscation Pre-Training Objective for Programming Languages Baptiste Roziere Marie-Anne Lachaux Marc Szafraniec Guillaume Lample AI4CE 38 53 0 15 Feb 2021
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation Shuai Lu Daya Guo Shuo Ren Junjie Huang Alexey Svyatkovskiy ... Nan Duan Neel Sundaresan Shao Kun Deng Shengyu Fu Shujie Liu ELM 183 1,098 0 09 Feb 2021
Type4Py: Practical Deep Similarity Learning-Based Type Inference for Python A. Mir Evaldas Latoskinas Sebastian Proksch Georgios Gousios 67 49 0 12 Jan 2021
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 264 1,798 0 14 Dec 2020
A Simple Approach for Handling Out-of-Vocabulary Identifiers in Deep Learning for Source Code Nadezhda Chirkova Sergey Troshin 32 12 0 23 Oct 2020
Semantic Robustness of Models of Source Code Goutham Ramakrishnan Jordan Henkel Zi Wang Aws Albarghouthi S. Jha Thomas W. Reps SILM AAML 33 95 0 07 Feb 2020
Retrieval-Based Neural Code Generation Shirley Anugrah Hayati R. Olivier Pravalika Avvaru Pengcheng Yin A. Tomasic Graham Neubig 121 109 0 29 Aug 2018
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 228 29,632 0 16 Jan 2013