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Large language models (LLMs) have shown remarkable success across many domains, yet their integration into cybersecurity applications remains limited due to a lack of general-purpose cybersecurity data, representational complexity, and…

We present Foundation-Sec-8B-Reasoning, the first open-source native reasoning model for cybersecurity. Built upon our previously released Foundation-Sec-8B base model (derived from Llama-3.1-8B-Base), the model is trained through a…

This paper provides a comprehensive review of the future of cybersecurity through Generative AI and Large Language Models (LLMs). We explore LLM applications across various domains, including hardware design security, intrusion detection,…

Large language models (LLMs) are transforming everyday applications, yet deployment in cybersecurity lags due to a lack of high-quality, domain-specific models and training datasets. To address this gap, we present CyberPal 2.0, a family of…

Computation and Language · Computer Science 2025-10-17 Matan Levi , Daniel Ohayon , Ariel Blobstein , Ravid Sagi , Ian Molloy , Yair Allouche

Hacking poses a significant threat to cybersecurity, inflicting billions of dollars in damages annually. To mitigate these risks, ethical hacking, or penetration testing, is employed to identify vulnerabilities in systems and networks.…

Cryptography and Security · Computer Science 2025-02-24 Isamu Isozaki , Manil Shrestha , Rick Console , Edward Kim

Large Language Models (LLMs) are transforming cybersecurity by enabling intelligent, adaptive, and automated approaches to threat detection, vulnerability assessment, and incident response. With their advanced language understanding and…

Cryptography and Security · Computer Science 2025-07-21 Niveen O. Jaffal , Mohammed Alkhanafseh , David Mohaisen

The rapid advancement of Large Language Models (LLMs) has opened up new opportunities for leveraging artificial intelligence in a variety of application domains, including cybersecurity. As the volume and sophistication of cyber threats…

Cryptography and Security · Computer Science 2025-09-23 Hanxiang Xu , Shenao Wang , Ningke Li , Kailong Wang , Yanjie Zhao , Kai Chen , Ting Yu , Yang Liu , Haoyu Wang

While Large Language Models (LLMs) demonstrate exceptional natural language capabilities, general-purpose models lack specialized domain knowledge for effective cybersecurity analysis. In this work, we investigate Domain-Adaptive Continuous…

Computation and Language · Computer Science 2025-07-08 Salahuddin Salahuddin , Ahmed Hussain , Jussi Löppönen , Toni Jutila , Panos Papadimitratos

The rise of Large Language Models (LLMs) has revolutionized our comprehension of intelligence bringing us closer to Artificial Intelligence. Since their introduction, researchers have actively explored the applications of LLMs across…

Cryptography and Security · Computer Science 2024-02-05 Farzad Nourmohammadzadeh Motlagh , Mehrdad Hajizadeh , Mehryar Majd , Pejman Najafi , Feng Cheng , Christoph Meinel

This paper presents CyberSecEval, a comprehensive benchmark developed to help bolster the cybersecurity of Large Language Models (LLMs) employed as coding assistants. As what we believe to be the most extensive unified cybersecurity safety…

Cybersecurity education is challenging and it is helpful for educators to understand Large Language Models' (LLMs') capabilities for supporting education. This study evaluates the effectiveness of LLMs in conducting a variety of penetration…

Cryptography and Security · Computer Science 2026-03-30 Martin Nizon-Deladoeuille , Brynjólfur Stefánsson , Helmut Neukirchen , Thomas Welsh

Previous learning-based vulnerability detection methods relied on either medium-sized pre-trained models or smaller neural networks from scratch. Recent advancements in Large Pre-Trained Language Models (LLMs) have showcased remarkable…

Software Engineering · Computer Science 2024-01-30 Xin Zhou , Ting Zhang , David Lo

The recent progression of Large Language Models (LLMs) has witnessed great success in the fields of data-centric applications. LLMs trained on massive textual datasets showed ability to encode not only context but also ability to provide…

Cryptography and Security · Computer Science 2024-05-24 Mohammed Hassanin , Nour Moustafa

Recent advancements in training paradigms for Large Language Models (LLMs) have unlocked their remarkable capabilities in natural language processing and cross-domain generalization. While LLMs excel in tasks like programming and…

Machine Learning · Computer Science 2025-10-01 Yuan Huang

This paper studies the integration off Large Language Models into cybersecurity tools and protocols. The main issue discussed in this paper is how traditional rule-based and signature based security systems are not enough to deal with…

Cryptography and Security · Computer Science 2025-11-07 Raunak Somani , Aswani Kumar Cherukuri

Large Language Models (LLMs) have quickly risen to prominence due to their ability to perform at or close to the state-of-the-art in a variety of fields while handling natural language. An important field of research is the application of…

Cryptography and Security · Computer Science 2024-02-28 Gabriel de Jesus Coelho da Silva , Carlos Becker Westphall

Large language models (LLMs) have been used in many application domains, including cyber security. The application of LLMs in the cyber security domain presents significant opportunities, such as for enhancing threat analysis and malware…

Cryptography and Security · Computer Science 2025-09-18 Adel ElZemity , Budi Arief , Shujun Li

Modern artificial intelligence (AI) systems are powered by foundation models. This paper presents a new set of foundation models, called Llama 3. It is a herd of language models that natively support multilinguality, coding, reasoning, and…

Artificial Intelligence · Computer Science 2024-11-26 Aaron Grattafiori , Abhimanyu Dubey , Abhinav Jauhri , Abhinav Pandey , Abhishek Kadian , Ahmad Al-Dahle , Aiesha Letman , Akhil Mathur , Alan Schelten , Alex Vaughan , Amy Yang , Angela Fan , Anirudh Goyal , Anthony Hartshorn , Aobo Yang , Archi Mitra , Archie Sravankumar , Artem Korenev , Arthur Hinsvark , Arun Rao , Aston Zhang , Aurelien Rodriguez , Austen Gregerson , Ava Spataru , Baptiste Roziere , Bethany Biron , Binh Tang , Bobbie Chern , Charlotte Caucheteux , Chaya Nayak , Chloe Bi , Chris Marra , Chris McConnell , Christian Keller , Christophe Touret , Chunyang Wu , Corinne Wong , Cristian Canton Ferrer , Cyrus Nikolaidis , Damien Allonsius , Daniel Song , Danielle Pintz , Danny Livshits , Danny Wyatt , David Esiobu , Dhruv Choudhary , Dhruv Mahajan , Diego Garcia-Olano , Diego Perino , Dieuwke Hupkes , Egor Lakomkin , Ehab AlBadawy , Elina Lobanova , Emily Dinan , Eric Michael Smith , Filip Radenovic , Francisco Guzmán , Frank Zhang , Gabriel Synnaeve , Gabrielle Lee , Georgia Lewis Anderson , Govind Thattai , Graeme Nail , Gregoire Mialon , Guan Pang , Guillem Cucurell , Hailey Nguyen , Hannah Korevaar , Hu Xu , Hugo Touvron , Iliyan Zarov , Imanol Arrieta Ibarra , Isabel Kloumann , Ishan Misra , Ivan Evtimov , Jack Zhang , Jade Copet , Jaewon Lee , Jan Geffert , Jana Vranes , Jason Park , Jay Mahadeokar , Jeet Shah , Jelmer van der Linde , Jennifer Billock , Jenny Hong , Jenya Lee , Jeremy Fu , Jianfeng Chi , Jianyu Huang , Jiawen Liu , Jie Wang , Jiecao Yu , Joanna Bitton , Joe Spisak , Jongsoo Park , Joseph Rocca , Joshua Johnstun , Joshua Saxe , Junteng Jia , Kalyan Vasuden Alwala , Karthik Prasad , Kartikeya Upasani , Kate Plawiak , Ke Li , Kenneth Heafield , Kevin Stone , Khalid El-Arini , Krithika Iyer , Kshitiz Malik , Kuenley Chiu , Kunal Bhalla , Kushal Lakhotia , Lauren Rantala-Yeary , Laurens van der Maaten , Lawrence Chen , Liang Tan , Liz Jenkins , Louis Martin , Lovish Madaan , Lubo Malo , Lukas Blecher , Lukas Landzaat , Luke de Oliveira , Madeline Muzzi , Mahesh Pasupuleti , Mannat Singh , Manohar Paluri , Marcin Kardas , Maria Tsimpoukelli , Mathew Oldham , Mathieu Rita , Maya Pavlova , Melanie Kambadur , Mike Lewis , Min Si , Mitesh Kumar Singh , Mona Hassan , Naman Goyal , Narjes Torabi , Nikolay Bashlykov , Nikolay Bogoychev , Niladri Chatterji , Ning Zhang , Olivier Duchenne , Onur Çelebi , Patrick Alrassy , Pengchuan Zhang , Pengwei Li , Petar Vasic , Peter Weng , Prajjwal Bhargava , Pratik Dubal , Praveen Krishnan , Punit Singh Koura , Puxin Xu , Qing He , Qingxiao Dong , Ragavan Srinivasan , Raj Ganapathy , Ramon Calderer , Ricardo Silveira Cabral , Robert Stojnic , Roberta Raileanu , Rohan Maheswari , Rohit Girdhar , Rohit Patel , Romain Sauvestre , Ronnie Polidoro , Roshan Sumbaly , Ross Taylor , Ruan Silva , Rui Hou , Rui Wang , Saghar Hosseini , Sahana Chennabasappa , Sanjay Singh , Sean Bell , Seohyun Sonia Kim , Sergey Edunov , Shaoliang Nie , Sharan Narang , Sharath Raparthy , Sheng Shen , Shengye Wan , Shruti Bhosale , Shun Zhang , Simon Vandenhende , Soumya Batra , Spencer Whitman , Sten Sootla , Stephane Collot , Suchin Gururangan , Sydney Borodinsky , Tamar Herman , Tara Fowler , Tarek Sheasha , Thomas Georgiou , Thomas Scialom , Tobias Speckbacher , Todor Mihaylov , Tong Xiao , Ujjwal Karn , Vedanuj Goswami , Vibhor Gupta , Vignesh Ramanathan , Viktor Kerkez , Vincent Gonguet , Virginie Do , Vish Vogeti , Vítor Albiero , Vladan Petrovic , Weiwei Chu , Wenhan Xiong , Wenyin Fu , Whitney Meers , Xavier Martinet , Xiaodong Wang , Xiaofang Wang , Xiaoqing Ellen Tan , Xide Xia , Xinfeng Xie , Xuchao Jia , Xuewei Wang , Yaelle Goldschlag , Yashesh Gaur , Yasmine Babaei , Yi Wen , Yiwen Song , Yuchen Zhang , Yue Li , Yuning Mao , Zacharie Delpierre Coudert , Zheng Yan , Zhengxing Chen , Zoe Papakipos , Aaditya Singh , Aayushi Srivastava , Abha Jain , Adam Kelsey , Adam Shajnfeld , Adithya Gangidi , Adolfo Victoria , Ahuva Goldstand , Ajay Menon , Ajay Sharma , Alex Boesenberg , Alexei Baevski , Allie Feinstein , Amanda Kallet , Amit Sangani , Amos Teo , Anam Yunus , Andrei Lupu , Andres Alvarado , Andrew Caples , Andrew Gu , Andrew Ho , Andrew Poulton , Andrew Ryan , Ankit Ramchandani , Annie Dong , Annie Franco , Anuj Goyal , Aparajita Saraf , Arkabandhu Chowdhury , Ashley Gabriel , Ashwin Bharambe , Assaf Eisenman , Azadeh Yazdan , Beau James , Ben Maurer , Benjamin Leonhardi , Bernie Huang , Beth Loyd , Beto De Paola , Bhargavi Paranjape , Bing Liu , Bo Wu , Boyu Ni , Braden Hancock , Bram Wasti , Brandon Spence , Brani Stojkovic , Brian Gamido , Britt Montalvo , Carl Parker , Carly Burton , Catalina Mejia , Ce Liu , Changhan Wang , Changkyu Kim , Chao Zhou , Chester Hu , Ching-Hsiang Chu , Chris Cai , Chris Tindal , Christoph Feichtenhofer , Cynthia Gao , Damon Civin , Dana Beaty , Daniel Kreymer , Daniel Li , David Adkins , David Xu , Davide Testuggine , Delia David , Devi Parikh , Diana Liskovich , Didem Foss , Dingkang Wang , Duc Le , Dustin Holland , Edward Dowling , Eissa Jamil , Elaine Montgomery , Eleonora Presani , Emily Hahn , Emily Wood , Eric-Tuan Le , Erik Brinkman , Esteban Arcaute , Evan Dunbar , Evan Smothers , Fei Sun , Felix Kreuk , Feng Tian , Filippos Kokkinos , Firat Ozgenel , Francesco Caggioni , Frank Kanayet , Frank Seide , Gabriela Medina Florez , Gabriella Schwarz , Gada Badeer , Georgia Swee , Gil Halpern , Grant Herman , Grigory Sizov , Guangyi , Zhang , Guna Lakshminarayanan , Hakan Inan , Hamid Shojanazeri , Han Zou , Hannah Wang , Hanwen Zha , Haroun Habeeb , Harrison Rudolph , Helen Suk , Henry Aspegren , Hunter Goldman , Hongyuan Zhan , Ibrahim Damlaj , Igor Molybog , Igor Tufanov , Ilias Leontiadis , Irina-Elena Veliche , Itai Gat , Jake Weissman , James Geboski , James Kohli , Janice Lam , Japhet Asher , Jean-Baptiste Gaya , Jeff Marcus , Jeff Tang , Jennifer Chan , Jenny Zhen , Jeremy Reizenstein , Jeremy Teboul , Jessica Zhong , Jian Jin , Jingyi Yang , Joe Cummings , Jon Carvill , Jon Shepard , Jonathan McPhie , Jonathan Torres , Josh Ginsburg , Junjie Wang , Kai Wu , Kam Hou U , Karan Saxena , Kartikay Khandelwal , Katayoun Zand , Kathy Matosich , Kaushik Veeraraghavan , Kelly Michelena , Keqian Li , Kiran Jagadeesh , Kun Huang , Kunal Chawla , Kyle Huang , Lailin Chen , Lakshya Garg , Lavender A , Leandro Silva , Lee Bell , Lei Zhang , Liangpeng Guo , Licheng Yu , Liron Moshkovich , Luca Wehrstedt , Madian Khabsa , Manav Avalani , Manish Bhatt , Martynas Mankus , Matan Hasson , Matthew Lennie , Matthias Reso , Maxim Groshev , Maxim Naumov , Maya Lathi , Meghan Keneally , Miao Liu , Michael L. Seltzer , Michal Valko , Michelle Restrepo , Mihir Patel , Mik Vyatskov , Mikayel Samvelyan , Mike Clark , Mike Macey , Mike Wang , Miquel Jubert Hermoso , Mo Metanat , Mohammad Rastegari , Munish Bansal , Nandhini Santhanam , Natascha Parks , Natasha White , Navyata Bawa , Nayan Singhal , Nick Egebo , Nicolas Usunier , Nikhil Mehta , Nikolay Pavlovich Laptev , Ning Dong , Norman Cheng , Oleg Chernoguz , Olivia Hart , Omkar Salpekar , Ozlem Kalinli , Parkin Kent , Parth Parekh , Paul Saab , Pavan Balaji , Pedro Rittner , Philip Bontrager , Pierre Roux , Piotr Dollar , Polina Zvyagina , Prashant Ratanchandani , Pritish Yuvraj , Qian Liang , Rachad Alao , Rachel Rodriguez , Rafi Ayub , Raghotham Murthy , Raghu Nayani , Rahul Mitra , Rangaprabhu Parthasarathy , Raymond Li , Rebekkah Hogan , Robin Battey , Rocky Wang , Russ Howes , Ruty Rinott , Sachin Mehta , Sachin Siby , Sai Jayesh Bondu , Samyak Datta , Sara Chugh , Sara Hunt , Sargun Dhillon , Sasha Sidorov , Satadru Pan , Saurabh Mahajan , Saurabh Verma , Seiji Yamamoto , Sharadh Ramaswamy , Shaun Lindsay , Shaun Lindsay , Sheng Feng , Shenghao Lin , Shengxin Cindy Zha , Shishir Patil , Shiva Shankar , Shuqiang Zhang , Shuqiang Zhang , Sinong Wang , Sneha Agarwal , Soji Sajuyigbe , Soumith Chintala , Stephanie Max , Stephen Chen , Steve Kehoe , Steve Satterfield , Sudarshan Govindaprasad , Sumit Gupta , Summer Deng , Sungmin Cho , Sunny Virk , Suraj Subramanian , Sy Choudhury , Sydney Goldman , Tal Remez , Tamar Glaser , Tamara Best , Thilo Koehler , Thomas Robinson , Tianhe Li , Tianjun Zhang , Tim Matthews , Timothy Chou , Tzook Shaked , Varun Vontimitta , Victoria Ajayi , Victoria Montanez , Vijai Mohan , Vinay Satish Kumar , Vishal Mangla , Vlad Ionescu , Vlad Poenaru , Vlad Tiberiu Mihailescu , Vladimir Ivanov , Wei Li , Wenchen Wang , Wenwen Jiang , Wes Bouaziz , Will Constable , Xiaocheng Tang , Xiaojian Wu , Xiaolan Wang , Xilun Wu , Xinbo Gao , Yaniv Kleinman , Yanjun Chen , Ye Hu , Ye Jia , Ye Qi , Yenda Li , Yilin Zhang , Ying Zhang , Yossi Adi , Youngjin Nam , Yu , Wang , Yu Zhao , Yuchen Hao , Yundi Qian , Yunlu Li , Yuzi He , Zach Rait , Zachary DeVito , Zef Rosnbrick , Zhaoduo Wen , Zhenyu Yang , Zhiwei Zhao , Zhiyu Ma

Information security is facing increasingly severe challenges, and traditional protection means are difficult to cope with complex and changing threats. In recent years, as an emerging intelligent technology, large language models (LLMs)…

Cryptography and Security · Computer Science 2026-02-03 Chang Gong , Zhongwen Li , Xiaoqi Li

Large language models (LLMs) can be used to analyze cyber threat intelligence (CTI) data from cybercrime forums, which contain extensive information and key discussions about emerging cyber threats. However, to date, the level of accuracy…

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