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The rapid evolution of software libraries poses a considerable hurdle for code generation, necessitating continuous adaptation to frequent version updates while preserving backward compatibility. While existing code evolution benchmarks…

The focus of this paper is on automating the security testing of RESTful APIs. The testing stage of this specific kind of components is often performed manually, and this is yet considered as a long and difficult activity. This paper…

Cryptography and Security · Computer Science 2024-03-07 Sebastien Salva , Jarod Sue

Code translation is an essential task in software migration, multilingual development, and system refactoring. Recent advancements in large language models (LLMs) have demonstrated significant potential in this task. However, prior studies…

Software Engineering · Computer Science 2025-04-22 Chaofan Wang , Guanjie Qiu , Xiaodong Gu , Beijun Shen

Mutation testing has been widely accepted as an approach to guide test case generation or to assess the effectiveness of test suites. Empirical studies have shown that mutants are representative of real faults; yet they also indicated a…

Software Engineering · Computer Science 2019-07-31 Michele Tufano , Cody Watson , Gabriele Bavota , Massimiliano Di Penta , Martin White , Denys Poshyvanyk

The rapid evolution of software libraries presents a significant challenge for code generation models, which must adapt to frequent version updates while maintaining compatibility with previous versions. Existing code completion benchmarks…

Software Engineering · Computer Science 2024-11-12 Nizar Islah , Justine Gehring , Diganta Misra , Eilif Muller , Irina Rish , Terry Yue Zhuo , Massimo Caccia

Modern software programs are built on stacks that are often undergoing changes that introduce updates and improvements, but may also break any project that depends upon them. In this paper we explore the use of Large Language Models (LLMs)…

Software Engineering · Computer Science 2025-11-04 Katherine A. Rosenfeld , Cliff C. Kerr , Jessica Lundin

Computer programs written in one language are often required to be ported to other languages to support multiple devices and environments. When programs use language specific APIs (Application Programming Interfaces), it is very challenging…

Software Engineering · Computer Science 2017-04-26 Xiaodong Gu , Hongyu Zhang , Dongmei Zhang , Sunghun Kim

Code translation tools (transpilers) are developed for automatic source-to-source translation. Although learning-based transpilers have shown impressive enhancement against rule-based counterparts, owing to their task-specific pre-training…

Software Engineering · Computer Science 2024-05-14 Zhen Yang , Fang Liu , Zhongxing Yu , Jacky Wai Keung , Jia Li , Shuo Liu , Yifan Hong , Xiaoxue Ma , Zhi Jin , Ge Li

Continuous Integration (CI) is a widely adopted practice for faster code change integration and testing. Developers often migrate between CI systems in pursuit of features like matrix building or better logging. However, this migration is…

Software Engineering · Computer Science 2024-07-04 Dhia Elhaq Rzig , Alaa Houerbi , Chungha Sung , Foyzul Hassan

Developers often dedicate significant time to maintaining and refactoring existing code. However, most prior work on generative models for code focuses solely on creating new code, overlooking the distinctive needs of editing existing code.…

Software Engineering · Computer Science 2024-04-30 Jiayi Wei , Greg Durrett , Isil Dillig

Large language models (LLMs) have shown remarkable capabilities across various software engineering tasks; however, their effectiveness in code migration, adapting code to run in different environments, remains insufficiently studied. In…

Software Engineering · Computer Science 2025-06-03 Keyuan Cheng , Xudong Shen , Yihao Yang , Tengyue Wang , Yang Cao , Muhammad Asif Ali , Hanbin Wang , Lijie Hu , Di Wang

Code churn refers to the measure of the amount of code added, modified, or deleted in a project and is often used to assess codebase stability and maintainability. Program comprehension or how understandable the changes are, is equally…

Software Engineering · Computer Science 2024-10-10 Ani Hovhannisyan , Youmei Fan , Gema Rodriguez-Perez , Raula Gaikovina Kula

Code completion is a popular software development tool integrated into all major IDEs. Many neural language models have achieved promising results in completion suggestion prediction on synthetic benchmarks. However, a recent study When…

Software Engineering · Computer Science 2020-11-10 Gareth Ari Aye , Seohyun Kim , Hongyu Li

Developers use logging statements to track software runtime behaviors and system status. Yet, unclear or misleading logs can hide true execution patterns and hinder software maintenance. Current research on logging statement issues is…

Software Engineering · Computer Science 2025-04-23 Renyi Zhong , Yichen Li , Jinxi Kuang , Wenwei Gu , Yintong Huo , Michael R. Lyu

This paper tackles the challenging problem of automating code updates to fix deprecated API usages of open source libraries by analyzing their release notes. Our system employs a three-tier architecture: first, a web crawler service…

Computation and Language · Computer Science 2022-12-27 Petr Babkin , Nacho Navarro , Salwa Alamir , Sameena Shah

Context: Software systems are in continuous evolution through source code changes to fixing bugs, adding new functionalities and improving the internal architecture. All these practices are recorded in the version history, which can be…

Software Engineering · Computer Science 2020-01-17 Leandro Ungari Cayres , Bruno Santos de Lima , Rogério Eduardo Garcia

Many phone vendors use Android as their underlying OS, but often extend it to add new functionality and to make it compatible with their specific phones. When a new version of Android is released, phone vendors need to merge or re-apply…

Software Engineering · Computer Science 2019-03-18 Mehran Mahmoudi , Sarah Nadi

Large language models (LLMs), pre-trained or fine-tuned on large code corpora, have shown effectiveness in generating code completions. However, in LLM-based code completion, LLMs may struggle to use correct and up-to-date Application…

Software Engineering · Computer Science 2025-02-14 Chong Wang , Kaifeng Huang , Jian Zhang , Yebo Feng , Lyuye Zhang , Yang Liu , Xin Peng

Large Language Models (LLMs) have exhibited exceptional performance in software engineering yet face challenges in adapting to continually evolving code knowledge, particularly regarding the frequent updates of third-party library APIs.…

Computation and Language · Computer Science 2025-06-19 Chenlong Wang , Zhaoyang Chu , Zhengxiang Cheng , Xuyi Yang , Kaiyue Qiu , Yao Wan , Zhou Zhao , Xuanhua Shi , Dongping Chen

In this paper we introduce, MigrationMiner, an automated tool that detects code migrations performed between Java third-party library. Given a list of open source projects, the tool detects potential library migration code changes and…

Software Engineering · Computer Science 2019-07-17 Hussein Alrubaye , Mohamed Wiem Mkaouer , Ali Ouni