mlsanityData to 14 Oct 2026

Jailbreaking Generative AI: Empowering Novices to Conduct Phishing Attacks

arXiv 2503.01395 ↗First posted 3 Mar 2025cs.CRcited by 1

On the map: LLM safety and security → Prompt injection and agent security

Abstract (arXiv)

The rapid advancements in generative AI models, such as ChatGPT, have introduced both significant benefits and new risks within the cybersecurity landscape. This paper investigates the potential misuse of the latest AI model, ChatGPT-4o Mini, in facilitating social engineering attacks, with a particular focus on phishing, one of the most pressing cybersecurity threats today. While existing literature primarily addresses the technical aspects, such as jailbreaking techniques, none have fully explored the free and straightforward execution of a comprehensive phishing campaign by novice users using ChatGPT-4o Mini. In this study, we examine the vulnerabilities of AI-driven chatbot services in 2025, specifically how methods like jailbreaking and reverse psychology can bypass ethical safeguards, allowing ChatGPT to generate phishing content, suggest hacking tools, and assist in carrying out phishing attacks. Our findings underscore the alarming ease with which even inexperienced users can execute sophisticated phishing campaigns, emphasizing the urgent need for stronger cybersecurity measures and heightened user awareness in the age of AI.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Placed in Prompt injection and agent security, one of 12 directions in LLM safety and security. Builds on 4 of its 5 references that are in the map. First posted on arXiv 3 Mar 2025.

Builds on

4 of 5 references.

Closest ancestors · 1

Same direction, newest first

  1. 2023From ChatGPT to ThreatGPT: Impact of Generative AI in Cybersecurity and Privacy3 Jul

Other references · 3

  1. 2023MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbotscited by 183
  2. 2023Exploring the Dark Side of AI: Advanced Phishing Attack Design and Deployment Using ChatGPTcited by 9
  3. 2024AbuseGPT: Abuse of Generative AI ChatBots to Create Smishing Campaignscited by 9

Built on by

Cited by year

Citing papers per year: 2025: 1.

1 paper.

Similar, not cited

Close in wording, no citation either way

  1. 2024Review of Generative AI Methods in Cybersecurity
  2. 2024RogueGPT: dis-ethical tuning transforms ChatGPT4 into a Rogue AI in 158 Words
  3. 2023Generating Phishing Attacks using ChatGPT
  4. 2024Preventing Jailbreak Prompts as Malicious Tools for Cybercriminals: A Cyber Defense Perspective
  5. 2025Can AI Models be Jailbroken to Phish Elderly Victims? An End-to-End Evaluation
  6. 2025Just Asking Questions: Doing Our Own Research on Conspiratorial Ideation by Generative AI Chatbots
  7. 2023From Chatbots to PhishBots? -- Preventing Phishing scams created using ChatGPT, Google Bard and Claude
  8. 2024Poison Attacks and Adversarial Prompts Against an Informed University Virtual Assistant