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Semantic code search is the task of retrieving relevant code given a natural language query. While related to other information retrieval tasks, it requires bridging the gap between the language used in code (often abbreviated and highly…

Machine Learning · Computer Science 2020-06-09 Hamel Husain , Ho-Hsiang Wu , Tiferet Gazit , Miltiadis Allamanis , Marc Brockschmidt

JavaScript obfuscators are widely deployed to protect intellectual property and resist reverse engineering, yet their correctness has been largely overlooked compared to performance and resilience. Existing evaluations typically measure…

Software Engineering · Computer Science 2026-03-03 Shan Jiang , Chenguang Zhu , Sarfraz Khurshid

Code large language models (LLMs) have shown remarkable advances in code understanding, completion, and generation tasks. Programming benchmarks, comprised of a selection of code challenges and corresponding test cases, serve as a standard…

WebScript is a scripting language for processing Web documents. Designed as an extension to Jacl, the Java implementation of Tcl, WebScript allows programmers to manipulate HTML in the same way as Tcl manipulates text strings and GUI…

Networking and Internet Architecture · Computer Science 2007-05-23 Yin Zhang

While JavaScript established itself as a cornerstone of the modern web, it also constitutes a major tracking and security vector, thus raising critical privacy and security concerns. In this context, some browser extensions propose to…

Cryptography and Security · Computer Science 2023-01-26 Romain Fouquet , Pierre Laperdrix , Romain Rouvoy

Code performance optimization is paramount in real-world software engineering and critical for production-level systems. While Large Language Models (LLMs) have demonstrated impressive capabilities in code generation and bug fixing, their…

Software Engineering · Computer Science 2025-07-17 Xinyi He , Qian Liu , Mingzhe Du , Lin Yan , Zhijie Fan , Yiming Huang , Zejian Yuan , Zejun Ma

Developers often encounter unfamiliar code during software maintenance which consumes a significant amount of time for comprehension, especially for novice programmers. Automated techniques that analyze a source code and present key…

Software Engineering · Computer Science 2021-07-07 Ashutosh Rajput , Nakshatra Gupta , Sridhar Chimalakonda

While large language models (LLMs) have shown considerable promise in code generation, real-world software development demands advanced repository-level reasoning. This includes understanding dependencies, project structures, and managing…

Software Engineering · Computer Science 2025-03-11 Junjia Du , Yadi Liu , Hongcheng Guo , Jiawei Wang , Haojian Huang , Yunyi Ni , Zhoujun Li

Existing code repositories contain numerous instances of code patterns that are idiomatic ways of accomplishing a particular programming task. Sometimes, the programming language in use supports specific operators or APIs that can express…

Software Engineering · Computer Science 2021-07-15 Aishwarya Sivaraman , Rui Abreu , Andrew Scott , Tobi Akomolede , Satish Chandra

While constructing supervised learning models, we require labelled examples to build a corpus and train a machine learning model. However, most studies have built the labelled dataset manually, which in many occasions is a daunting task. To…

Software Engineering · Computer Science 2023-03-14 Najam Nazar , Norman Chen , Chun Yong Chong

This paper presents an approach based on supervised machine learning methods to build a classifier that can identify text complexity in order to present Arabic language learners with texts suitable to their levels. The approach is based on…

Computation and Language · Computer Science 2021-09-20 Sadik Bessou , Ghozlane Chenni

Translation between natural language and source code can help software development by enabling developers to comprehend, ideate, search, and write computer programs in natural language. Despite growing interest from the industry and the…

Machine Learning for Source Code (ML4Code) is an active research field in which extensive experimentation is needed to discover how to best use source code's richly structured information. With this in mind, we introduce JEMMA, an…

Software Engineering · Computer Science 2022-12-20 Anjan Karmakar , Miltiadis Allamanis , Romain Robbes

In this paper, we present the first large-scale study exploring whether JavaScript code generated by Large Language Models (LLMs) can reveal which model produced it, enabling reliable authorship attribution and model fingerprinting. With…

Cryptography and Security · Computer Science 2025-12-02 Norbert Tihanyi , Bilel Cherif , Richard A. Dubniczky , Mohamed Amine Ferrag , Tamás Bisztray

This paper introduces CodeQUEST, a novel framework leveraging Large Language Models (LLMs) to iteratively evaluate and enhance code quality across multiple dimensions, including readability, maintainability, efficiency, and security. The…

Software Engineering · Computer Science 2025-02-12 Rundong Liu , Andre Frade , Amal Vaidya , Maxime Labonne , Marcus Kaiser , Bismayan Chakrabarti , Jonathan Budd , Sean Moran

The JSC language is a superset of JavaScript designed to ease the development of large web applications. This language extends JavaScripts own object system by isolating code in a class declaration, simplifying multiple inheritance and…

Programming Languages · Computer Science 2009-12-16 Artur Ventura

Python, one of the most prevalent programming languages today, is widely utilized in various domains, including web development, data science, machine learning, and DevOps. Recent scholarly efforts have proposed a methodology to assess…

A smell in software source code denotes an indication of suboptimal design and implementation decisions, potentially hindering the code understanding and, in turn, raising the likelihood of being prone to changes and faults. Identifying…

Software Engineering · Computer Science 2025-02-10 Anh Ho , Anh M. T. Bui , Phuong T. Nguyen , Amleto Di Salle , Bach Le

The JavaScript programming language, which began as a simple scripting language for the Web, has become ubiquitous, spanning desktop, mobile, and server applications. This increase in usage has made JavaScript an attractive target for…

Cryptography and Security · Computer Science 2024-10-29 José Miguel Moreno , Narseo Vallina-Rodriguez , Juan Tapiador

OpenJML is a tool for checking code and specifications of Java programs. We describe our experience building the tool on the foundation of JML, OpenJDK and Eclipse, as well as on many advances in specification-based software verification.…

Software Engineering · Computer Science 2014-04-29 David R. Cok
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