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Large language models (LLMs) are increasingly used in software development, but their level of software security expertise remains unclear. This work systematically evaluates the security comprehension of five leading LLMs: GPT-4o-Mini,…

Software Engineering · Computer Science 2025-12-25 Mohammed Latif Siddiq , Natalie Sekerak , Antonio Karam , Maria Leal , Arvin Islam-Gomes , Joanna C. S. Santos

In this paper, we test the hypothesis that although OpenAI's GPT-4 performs well generally, we can fine-tune open-source models to outperform GPT-4 in smart contract vulnerability detection. We fine-tune two models from Meta's Code Llama…

Cryptography and Security · Computer Science 2024-07-17 Peter Ince , Xiapu Luo , Jiangshan Yu , Joseph K. Liu , Xiaoning Du

AI chatbots are increasingly used by students as study tools in physics, raising practical questions about their reliability on conceptual tasks. Existing evaluations of large language models (LLMs) on physics concept inventories rely…

Physics Education · Physics 2026-05-12 Eugenio Tufino , Caterina Giovanzana , Andrea Zamboni , Pasquale Onorato , Stefano Oss

In this study, we evaluated the capability of Large Language Models (LLMs), particularly OpenAI's GPT-4, in detecting software vulnerabilities, comparing their performance against traditional static code analyzers like Snyk and Fortify. Our…

Software Engineering · Computer Science 2023-08-22 David Noever

The widespread adoption of AI-assisted development tools in 2025 -- and the emergence of vibe coding, a practice of generating complete applications from natural language without verification -- exposed a critical and tool-agnostic failure…

Software Engineering · Computer Science 2026-05-01 Jasmine Moreira

AI coding assistants are now central to professional software development, yet their impact on how developers think about and practice security remains poorly understood. While prior work has documented vulnerability rates in AI-generated…

AI assistants are being increasingly used by students enrolled in higher education institutions. While these tools provide opportunities for improved teaching and education, they also pose significant challenges for assessment and learning…

Computers and Society · Computer Science 2024-11-28 Beatriz Borges , Negar Foroutan , Deniz Bayazit , Anna Sotnikova , Syrielle Montariol , Tanya Nazaretzky , Mohammadreza Banaei , Alireza Sakhaeirad , Philippe Servant , Seyed Parsa Neshaei , Jibril Frej , Angelika Romanou , Gail Weiss , Sepideh Mamooler , Zeming Chen , Simin Fan , Silin Gao , Mete Ismayilzada , Debjit Paul , Alexandre Schöpfer , Andrej Janchevski , Anja Tiede , Clarence Linden , Emanuele Troiani , Francesco Salvi , Freya Behrens , Giacomo Orsi , Giovanni Piccioli , Hadrien Sevel , Louis Coulon , Manuela Pineros-Rodriguez , Marin Bonnassies , Pierre Hellich , Puck van Gerwen , Sankalp Gambhir , Solal Pirelli , Thomas Blanchard , Timothée Callens , Toni Abi Aoun , Yannick Calvino Alonso , Yuri Cho , Alberto Chiappa , Antonio Sclocchi , Étienne Bruno , Florian Hofhammer , Gabriel Pescia , Geovani Rizk , Leello Dadi , Lucas Stoffl , Manoel Horta Ribeiro , Matthieu Bovel , Yueyang Pan , Aleksandra Radenovic , Alexandre Alahi , Alexander Mathis , Anne-Florence Bitbol , Boi Faltings , Cécile Hébert , Devis Tuia , François Maréchal , George Candea , Giuseppe Carleo , Jean-Cédric Chappelier , Nicolas Flammarion , Jean-Marie Fürbringer , Jean-Philippe Pellet , Karl Aberer , Lenka Zdeborová , Marcel Salathé , Martin Jaggi , Martin Rajman , Mathias Payer , Matthieu Wyart , Michael Gastpar , Michele Ceriotti , Ola Svensson , Olivier Lévêque , Paolo Ienne , Rachid Guerraoui , Robert West , Sanidhya Kashyap , Valerio Piazza , Viesturs Simanis , Viktor Kuncak , Volkan Cevher , Philippe Schwaller , Sacha Friedli , Patrick Jermann , Tanja Käser , Antoine Bosselut

AI coding assistants are now widely used in software development. Software developers increasingly integrate AI-generated code into their codebases to improve productivity. Prior studies have shown that AI-generated code may contain code…

Software Engineering · Computer Science 2026-04-28 Yue Liu , Ratnadira Widyasari , Yanjie Zhao , Ivana Clairine Irsan , Junkai Chen , David Lo

LLM-based coding assistants are seeing rapid adoption, offering substantial gains in developer productivity. As organizations increasingly ship code these agents produce, the security of that code becomes critical. Prior work has shown that…

Cryptography and Security · Computer Science 2026-05-29 Alexander Sternfeld , Andrei Kucharavy , Ljiljana Dolamic

Artificial Intelligence (AI) tools for automating design artifact generation are increasingly used in Requirements Engineering (RE) to transform textual requirements into structured diagrams and models. While these AI tools, particularly…

Software Engineering · Computer Science 2025-07-15 Syed Tauhid Ullah Shah , Mohammad Hussein , Ann Barcomb , Mohammad Moshirpour

We investigate the feasibility of employing large language models (LLMs) for conducting the security audit of smart contracts, a traditionally time-consuming and costly process. Our research focuses on the optimization of prompt engineering…

Cryptography and Security · Computer Science 2023-06-23 Isaac David , Liyi Zhou , Kaihua Qin , Dawn Song , Lorenzo Cavallaro , Arthur Gervais

Generative Pre-trained Transformer (GPT) models have exhibited exciting progress in their capabilities, capturing the interest of practitioners and the public alike. Yet, while the literature on the trustworthiness of GPT models remains…

Auto-completing code enables developers to speed up coding significantly. Recent advances in transformer-based large language model (LLM) technologies have been applied to code synthesis. However, studies show that many of such synthesized…

Cryptography and Security · Computer Science 2023-10-09 André Storhaug , Jingyue Li , Tianyuan Hu

The rapid integration of Large Language Models (LLMs) into software development workflows has given rise to a new class of AI-assisted coding tools, such as Claude-Code, Codex, and Gemini CLIs. While promising significant productivity…

Software Engineering · Computer Science 2026-03-24 Ruixin Zhang , Wuyang Dai , Hung Viet Pham , Gias Uddin , Jinqiu Yang , Song Wang

Deep Learning-based code generators have seen significant advancements in recent years. Tools such as GitHub Copilot are used by thousands of developers with the main promise of a boost in productivity. However, researchers have recently…

Software Engineering · Computer Science 2025-03-17 Cristina Improta , Rosalia Tufano , Pietro Liguori , Domenico Cotroneo , Gabriele Bavota

Generative Artificial Intelligence (AI) tools have been used to generate human-like content across multiple domains (e.g., sound, image, text, and programming). However, their reliability in terms of correctness and functionality in novel…

Networking and Internet Architecture · Computer Science 2025-10-24 Felipe Avencourt Soares , Muriel F. Franco , Eder J. Scheid , Lisandro Z. Granville

White-box test generator tools rely only on the code under test to select test inputs, and capture the implementation's output as assertions. If there is a fault in the implementation, it could get encoded in the generated tests. Tool…

Software Engineering · Computer Science 2019-05-21 David Honfi , Zoltan Micskei

With the rapid growth of the NFT market, the security of smart contracts has become crucial. However, existing AI-based detection models for NFT contract vulnerabilities remain limited due to their complexity, while traditional manual…

Cryptography and Security · Computer Science 2026-01-21 Xin Wang , Xiaoqi Li

As large language models (LLMs) become more powerful and are deployed more autonomously, it will be increasingly important to prevent them from causing harmful outcomes. Researchers have investigated a variety of safety techniques for this…

Machine Learning · Computer Science 2024-07-24 Ryan Greenblatt , Buck Shlegeris , Kshitij Sachan , Fabien Roger

The rapid advancement of large language models (LLMs) such as GPT-4 has revolutionized the landscape of software engineering, positioning these models at the core of modern development practices. As we anticipate these models to evolve into…

Software Engineering · Computer Science 2025-06-16 Jianian Gong , Nachuan Duan , Ziheng Tao , Zhaohui Gong , Yuan Yuan , Minlie Huang