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Architectural smells such as God Class, Cyclic Dependency, and Hub-like Dependency degrade software quality and maintainability. Existing tools detect such smells but rarely suggest how to fix them. This paper explores the use of…

Software Engineering · Computer Science 2025-07-22 Samal Nursapa , Anastassiya Samuilova , Alessio Bucaioni , Phuong T. Nguyen

Most multi-class classifiers make their prediction for a test sample by scoring the classes and selecting the one with the highest score. Analyzing these prediction scores is useful to understand the classifier behavior and to assess its…

Machine Learning · Statistics 2017-11-21 Medha Katehara , Emma Beauxis-Aussalet , Bilal Alsallakh

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

Programming language understanding and representation (a.k.a code representation learning) has always been a hot and challenging task in software engineering. It aims to apply deep learning techniques to produce numerical representations of…

Software Engineering · Computer Science 2023-12-04 Weisong Sun , Chunrong Fang , Yun Miao , Yudu You , Mengzhe Yuan , Yuchen Chen , Quanjun Zhang , An Guo , Xiang Chen , Yang Liu , Zhenyu Chen

This paper presents our approach to use refactoring techniques together with code generation. Refactoring is particularly useful if not only the generated classes but also the generator itself can be adapted in an automatic fashion. We have…

Software Engineering · Computer Science 2014-09-24 Holger Krahn , Bernhard Rumpe

We introduce ACER, an AST-based call graph generator framework. ACER leverages tree-sitter to interface with any language. We opted to focus on generators that operate on abstract syntax trees (ASTs) due to their speed and simplicitly in…

Software Engineering · Computer Science 2023-08-31 Andrew Chen , Yanfu Yan , Denys Poshyvanyk

We propose a method to create document representations that reflect their internal structure. We modify Tree-LSTMs to hierarchically merge basic elements such as words and sentences into blocks of increasing complexity. Our Structure…

Computation and Language · Computer Science 2019-10-08 Khalil Mrini , Claudiu Musat , Michael Baeriswyl , Martin Jaggi

Many universities have courses and projects revolving around compiler or interpreter implementation as part of their degree programmes in computer science. In such teaching activities, tool support can be highly beneficial. While there are…

Programming Languages · Computer Science 2022-09-21 Georgian-Vlad Saioc , Hans Hüttel

Many analysis and prediction tasks require the extraction of structured data from unstructured texts. However, an annotation scheme and a training dataset have not been available for training machine learning models to mine structured data…

Information Retrieval · Computer Science 2025-06-24 Chaochao Zhou , Bo Yang

The use-case diagram is a software artifact. Thus, as with any software artifact, the use-case diagrams change across time through the software development life cycle. Therefore, several versions of the same diagram are existed at distinct…

Backdoor attack introduces artificial vulnerabilities into the model by poisoning a subset of the training data via injecting triggers and modifying labels. Various trigger design strategies have been explored to attack text classifiers,…

Computation and Language · Computer Science 2021-09-23 Zichao Li , Dheeraj Mekala , Chengyu Dong , Jingbo Shang

Developers spend a significant amount of time searching for code: e.g., to understand how to complete, correct, or adapt their own code for a new context. Unfortunately, the state of the art in code search has not evolved much beyond text…

Software Engineering · Computer Science 2017-06-12 Vineeth Kashyap , David Bingham Brown , Ben Liblit , David Melski , Thomas Reps

One of the major hurdles toward automatic semantic understanding of computer programs is the lack of knowledge about what constitutes functional equivalence of code segments. We postulate that a sound knowledgebase can be used to…

Programming Languages · Computer Science 2017-05-03 Hasan M. Jamil

In Software Reengineering, one of the central artifacts is the source code of the legacy system in question. In fact, in most cases it is the only definitive artifact, because over the time the code has diverged from the original…

Software Engineering · Computer Science 2011-11-22 Tassilo Horn

GrayStar is a stellar atmospheric and spectral line modelling, post-processing, and visualisation code, suitable for classroom demonstrations and laboratory-style assignments, that has been developed in Java and deployed in JavaScript and…

Solar and Stellar Astrophysics · Physics 2014-09-08 C. Ian Short

We present a technique for automatically weaving structural invariant checks into an existing collection of classes. Using variations on existing design patterns, we use a concise specification to generate from this collection a new set of…

Programming Languages · Computer Science 2013-01-21 John Lasseter , John Cipriano

When working in large and complex codebases, developers face challenges using \textit{Find Usages} to understand how to reuse classes and methods. To better understand these challenges, we conducted a small exploratory study with 4…

Software Engineering · Computer Science 2020-09-03 Emad Aghayi , Aaron Massey , Thomas LaToza

The best way to understand complex data structures or algorithm is to see them in action. The present work presents a new tool, especially useful for students and lecturers in computer science. It is written in Java and developed at…

Computers and Society · Computer Science 2014-03-19 Kaninda Musumbu

GrayStar is a stellar atmospheric and spectral line modelling, post-processing, and visualisation code, suitable for classroom demonstrations and laboratory-style assignments, that has been developed in Java and deployed in JavaScript and…

Instrumentation and Methods for Astrophysics · Physics 2014-09-08 C. Ian Short

Program classification can be regarded as a high-level abstraction of code, laying a foundation for various tasks related to source code comprehension, and has a very wide range of applications in the field of software engineering, such as…

Software Engineering · Computer Science 2022-05-03 Kesu Wang , Meng Yan , He Zhang , Haibo Hu
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