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Context engineering has emerged as a pivotal paradigm for unlocking the potential of Large Language Models (LLMs) in Software Engineering (SE) tasks, enabling performance gains at test time without model fine-tuning. Despite its success,…

Software Engineering · Computer Science 2026-04-07 Haichuan Hu , Quanjun Zhang , Ye Shang , Guoqing Xie , Chunrong Fang , Zhenyu Chen , Liang Xiao

Current AI-powered code assistance tools often struggle with poorly-defined problem statements that lack sufficient task context and requirements specification. Recent analysis of software engineering agents reveals that failures on such…

Computation and Language · Computer Science 2026-04-13 Manan Suri , Xiangci Li , Mehdi Shojaie , Songyang Han , Chao-Chun Hsu , Shweta Garg , Aniket Anand Deshmukh , Varun Kumar

Refactoring is the practice of improving software quality without altering its external behavior. Developers intuitively refactor their code for multiple purposes, such as improving program comprehension, reducing code complexity, dealing…

Computers and Society · Computer Science 2023-11-21 Eman Abdullah AlOmar , Mohamed Wiem Mkaouer , Ali Ouni

Sensors (e.g., light, gyroscope, accelerometer) and sensing-enabled applications on a smart device make the applications more user-friendly and efficient. However, the current permission-based sensor management systems of smart devices only…

Cryptography and Security · Computer Science 2019-10-25 Amit Kumar Sikder , Hidayet Aksu , A. Selcuk Uluagac

Code search is a widely used technique by developers during software development. It provides semantically similar implementations from a large code corpus to developers based on their queries. Existing techniques leverage deep learning…

Software Engineering · Computer Science 2022-02-17 Weisong Sun , Chunrong Fang , Yuchen Chen , Guanhong Tao , Tingxu Han , Quanjun Zhang

Test smells reduce test suite reliability and complicate maintenance. While many methods detect test smells, few support automated removal, and most rely on static analysis or machine learning. This study evaluates models with relatively…

Software Engineering · Computer Science 2025-11-20 Rian Melo , Pedro Simões , Rohit Gheyi , Marcelo d'Amorim , Márcio Ribeiro , Gustavo Soares , Eduardo Almeida , Elvys Soares

The surge in the adoption of smart contracts necessitates rigorous auditing to ensure their security and reliability. Manual auditing, although comprehensive, is time-consuming and heavily reliant on the auditor's expertise. With the rise…

Software Engineering · Computer Science 2026-02-11 Mohamed Salah Bouafif , Chen Zheng , Ilham Ahmed Qasse , Ed Zulkoski , Mohammad Hamdaqa , Foutse Khomh

This Innovative Practice full paper explores how Large Language Models (LLMs) can enhance the teaching of code refactoring in software engineering courses through real-time, context-aware feedback. Refactoring improves code quality but is…

Software Engineering · Computer Science 2025-08-14 Anshul Khairnar , Aarya Rajoju , Edward F. Gehringer

Python is widely adopted across various domains, especially in Machine Learning (ML) and traditional software projects. Despite its versatility, Python is susceptible to performance smells, i.e., suboptimal coding practices that can reduce…

Software Engineering · Computer Science 2025-04-30 François Belias , Leuson Da Silva , Foutse Khomh , Cyrine Zid

This study examined code issue detection and revision automation by integrating Large Language Models (LLMs) such as OpenAI's GPT-3.5 Turbo and GPT-4o into software development workflows. A static code analysis framework detects issues such…

Software Engineering · Computer Science 2025-06-13 Seyed Moein Abtahi , Akramul Azim

In large software ecosystems, semantically related code changes, such as alternative solutions or overlapping modifications are often discovered only days after submission, leading to duplicated effort and delayed reviews. We present…

Software Engineering · Computer Science 2026-04-07 Islem Khemissi , Moataz Chouchen , Dong Wang , Raula Gaikovina Kula

Code smells are seen as major source of technical debt and, as such, should be detected and removed. However, researchers argue that the subjectiveness of the code smells detection process is a major hindrance to mitigate the problem of…

Software Engineering · Computer Science 2023-03-07 José Pereira dos Reis , Fernando Brito e Abreu , Glauco de Figueiredo Carneiro

The Model Context Protocol (MCP) introduces a standard specification that defines how Foundation Model (FM)-based agents should interact with external systems by invoking tools. However, to understand a tool's purpose and features, FMs rely…

Software Engineering · Computer Science 2026-02-24 Mohammed Mehedi Hasan , Hao Li , Gopi Krishnan Rajbahadur , Bram Adams , Ahmed E. Hassan

Lifelong development allows animals and machines to adapt to changes in the environment as well as in their own systems, such as wear and tear in sensors and actuators. An important use case of such adaptation is industrial odor-sensing.…

Instrumentation and Detectors · Physics 2024-04-15 J. Warner , A. Devaraj , R. Miikkulainen

Understanding and reasoning about code semantics is essential for enhancing code LLMs' abilities to solve real-world software engineering (SE) tasks. Although several code reasoning benchmarks exist, most rely on synthetic datasets or…

Software Engineering · Computer Science 2026-02-05 Monoshi Kumar Roy , Simin Chen , Benjamin Steenhoek , Jinjun Peng , Gail Kaiser , Baishakhi Ray , Wei Le

Large Language Models for Code (or code LLMs) are increasingly gaining popularity and capabilities, offering a wide array of functionalities such as code completion, code generation, code summarization, test generation, code translation,…

Software Engineering · Computer Science 2024-10-18 Rahul Krishna , Rangeet Pan , Raju Pavuluri , Srikanth Tamilselvam , Maja Vukovic , Saurabh Sinha

Vulnerability detection is a critical aspect of software security. Accurate detection is essential to prevent potential security breaches and protect software systems from malicious attacks. Recently, vulnerability detection methods…

Software Engineering · Computer Science 2025-04-24 Yixin Yang , Bowen Xu , Xiang Gao , Hailong Sun

Use case modeling is very popular to represent the functionality of the system to be developed, and it consists of two parts: use case diagram and use case description. Use case descriptions are written in structured natural language (NL),…

Software Engineering · Computer Science 2020-09-04 Yotaro Seki , Shinpei Hayashi , Motoshi Saeki

Large Language Models (LLMs) have revolutionized code generation, evolving from static tools into dynamic conversational interfaces that facilitate complex, multi-turn collaborative programming. While LLMs exhibit remarkable proficiency in…

Software Engineering · Computer Science 2026-03-31 Binquan Zhang , Li Zhang , Lin Shi , Song Wang , Yuwei Qian , Linhui Zhao , Fang Liu , An Fu , Yida Ye

Infrastructure as Code (IaC) enables automated provisioning of large-scale cloud and on-premise environments, reducing the need for repetitive manual setup. However, this automation is a double-edged sword: a single misconfiguration in IaC…

Cryptography and Security · Computer Science 2026-01-22 Qiyue Mei , Michael Fu