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To detect plagiarism of any form, it is essential to have broad knowledge of its possible forms and classes, and existence of various tools and systems for its detection. Based on impact or severity of damages, plagiarism may occur in an…

Information Retrieval · Computer Science 2018-01-22 Hussain A Chowdhury , Dhruba K Bhattacharyya

Plagiarism of material from the Internet is a widespread and growing problem. Several methods used to detect the plagiarism and similarity between the source document and suspected documents such as fingerprint based on character or n-gram.…

Other Computer Science · Computer Science 2010-04-27 Ahmed Hamza Osman , Naomie Salim , Mohammed Salem Binwahlan

This paper investigates source code similarity detection using a transformer model augmented with an execution-derived signal. We extend GraphCodeBERT with an explicit, low-dimensional behavioral feature that captures observable agreement…

Software Engineering · Computer Science 2026-02-11 Jorge Martinez-Gil

Static analysis is one of the most widely adopted techniques to find software bugs before code is put in production. Designing and implementing effective and efficient static analyses is difficult and requires high expertise, which results…

Software Engineering · Computer Science 2019-06-04 Andrew Habib , Michael Pradel

Code clones are pairs of code snippets that implement similar functionality. Clone detection is a fundamental branch of automatic source code comprehension, having many applications in refactoring recommendation, plagiarism detection, and…

Software Engineering · Computer Science 2022-06-20 Maksim Zubkov , Egor Spirin , Egor Bogomolov , Timofey Bryksin

We are presenting a fast and innovative approach to performing approximate pattern-matching for plagiarism detection, using an NDFA-based approach that significantly enhances performance compared to other existing similarity measures. We…

Cryptography and Security · Computer Science 2022-06-01 Ciprian Pungila , Darius Galis , Viorel Negru

Plagiarism detection is one of the most researched areas among the Natural Language Processing(NLP) community. A good plagiarism detection covers all the NLP methods including semantics, named entities, paraphrases etc. and produces…

Computation and Language · Computer Science 2023-08-25 Sagar Kulkarni , Sharvari Govilkar , Dhiraj Amin

Text plagiarism detection task is a common natural language processing task that aims to detect whether a given text contains plagiarism or copying from other texts. In existing research, detection of high level plagiarism is still a…

Computation and Language · Computer Science 2024-07-30 Jiarong Xian , Jibao Yuan , Peiwei Zheng , Dexian Chen , Nie yuntao

Machine learning-based program analyses have recently shown the promise of integrating formal and probabilistic reasoning towards aiding software development. However, in the absence of large annotated corpora, training these analyses is…

Machine Learning · Computer Science 2021-11-17 Miltiadis Allamanis , Henry Jackson-Flux , Marc Brockschmidt

Plagiarism is a pressing concern, even more so with the availability of large language models. Existing plagiarism detection systems reliably find copied and moderately reworded text but fail for idea plagiarism, especially in mathematical…

Information Retrieval · Computer Science 2024-06-03 Ankit Satpute , Andre Greiner-Petter , Noah Gießing , Isabel Beckenbach , Moritz Schubotz , Olaf Teschke , Akiko Aizawa , Bela Gipp

The reuse of code fragments by copying and pasting is widely practiced in software development and results in code clones. Cloning is considered an anti-pattern as it negatively affects program correctness and increases maintenance efforts.…

Software Engineering · Computer Science 2018-06-26 Hannes Thaller , Rudolf Ramler , Josef Pichler , Alexander Egyed

Code cloning, a widespread practice in software development, involves replicating code fragments to save time but often at the expense of software maintainability and quality. In this paper, we address the specific challenge of detecting…

Software Engineering · Computer Science 2025-02-27 Lida Zhao , Shihan Dou , Yutao Hu , Yueming Wu , Jiahui Wu , Chengwei Liu , Lyuye Zhang , Yi Liu , Jun Sun , Xuanjing Huang , Yang Liu

Python is one of the most popular programming languages; as such, projects written in Python involve an increasing number of diverse security vulnerabilities. However, existing state-of-the-art analysis tools for Python only support a few…

Software Engineering · Computer Science 2026-01-22 Yoann Marquer , Domenico Bianculli , Lionel C. Briand

About 40% of software bug reports are duplicates of one another, which pose a major overhead during software maintenance. Traditional techniques often focus on detecting duplicate bug reports that are textually similar. However, in bug…

Software Engineering · Computer Science 2022-12-21 Sigma Jahan , Mohammad Masudur Rahman

Code cloning is not only assumed to inflate maintenance costs but also considered defect-prone as inconsistent changes to code duplicates can lead to unexpected behavior. Consequently, the identification of duplicated code, clone detection,…

Software Engineering · Computer Science 2017-11-15 Elmar Juergens , Florian Deissenboeck , Benjamin Hummel , Stefan Wagner

We consider the problem of program clone search, i.e. given a target program and a repository of known programs (all in executable format), the goal is to find the program in the repository most similar to the target program - with…

Cryptography and Security · Computer Science 2023-09-04 Tristan Benoit , Jean-Yves Marion , Sébastien Bardin

Recent progress in large language models (LLMs) for code generation has raised serious concerns about intellectual property protection. Malicious users can exploit LLMs to produce paraphrased versions of proprietary code that closely…

Artificial Intelligence · Computer Science 2026-01-12 Shinwoo Park , Hyundong Jin , Jeong-won Cha , Yo-Sub Han

Detecting plagiarism involves finding similar items in two different sources. In this article, we propose a novel method for detecting plagiarism that is based on attention mechanism-based long short-term memory (LSTM) and bidirectional…

Computation and Language · Computer Science 2023-05-05 Seyed Vahid Moravvej , Seyed Jalaleddin Mousavirad , Diego Oliva , Fardin Mohammadi

Binary similarity detection is a critical technique that has been applied in many real-world scenarios where source code is not available, e.g., bug search, malware analysis, and code plagiarism detection. Existing works are ineffective in…

Cryptography and Security · Computer Science 2023-08-04 Zian Liu , Zhi Zhang , Siqi Ma , Dongxi Liu , Jun Zhang , Chao Chen , Shigang Liu , Muhammad Ejaz Ahmed , Yang Xiang

Binary Code Similarity Detection (BCSD) is not only essential for security tasks such as vulnerability identification but also for code copying detection, yet it remains challenging due to binary stripping and diverse compilation…

Cryptography and Security · Computer Science 2025-04-24 Li Zhou , Marc Dacier , Charalambos Konstantinou