Memorization and Generalization in Neural Code Intelligence Models

Memorization and Generalization in Neural Code Intelligence Models

16 June 2021

Md Rafiqul Islam Rabin

Mohammad Amin Alipour

Vincent J. Hellendoorn

Papers citing "Memorization and Generalization in Neural Code Intelligence Models"

9 / 9 papers shown

Title
Decoding Secret Memorization in Code LLMs Through Token-Level Characterization Yuqing Nie Chong Wang K. Wang Guoai Xu Guosheng Xu Haoyu Wang OffRL 107 0 0 11 Oct 2024
Deep Learning for Code Intelligence: Survey, Benchmark and Toolkit Yao Wan Yang He Zhangqian Bi Jianguo Zhang Hongyu Zhang Yulei Sui Guandong Xu Hai Jin Philip S. Yu 27 20 0 30 Dec 2023
A Systematic Evaluation of Large Language Models of Code Frank F. Xu Uri Alon Graham Neubig Vincent J. Hellendoorn ELM ALM 202 630 0 26 Feb 2022
Code2Snapshot: Using Code Snapshots for Learning Representations of Source Code Md Rafiqul Islam Rabin Mohammad Amin Alipour 27 5 0 01 Nov 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 196 853 0 09 Feb 2021
Memorization vs. Generalization: Quantifying Data Leakage in NLP Performance Evaluation Aparna Elangovan Jiayuan He Karin Verspoor TDI FedML 159 89 0 03 Feb 2021
Deep Learning for Source Code Modeling and Generation: Models, Applications and Challenges T. H. Le Hao Chen Muhammad Ali Babar VLM 54 152 0 13 Feb 2020
Semantic Robustness of Models of Source Code Goutham Ramakrishnan Jordan Henkel Zi Wang Aws Albarghouthi S. Jha Thomas W. Reps SILM AAML 35 97 0 07 Feb 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,950 0 20 Apr 2018