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Security and privacy challenges of large language models: A survey
Large language models (LLMs) have demonstrated extraordinary capabilities and
contributed to multiple fields, such as generating and summarizing text, language …
contributed to multiple fields, such as generating and summarizing text, language …
Challenges and applications of large language models
Large Language Models (LLMs) went from non-existent to ubiquitous in the machine
learning discourse within a few years. Due to the fast pace of the field, it is difficult to identify …
learning discourse within a few years. Due to the fast pace of the field, it is difficult to identify …
Jailbroken: How does llm safety training fail?
Large language models trained for safety and harmlessness remain susceptible to
adversarial misuse, as evidenced by the prevalence of “jailbreak” attacks on early releases …
adversarial misuse, as evidenced by the prevalence of “jailbreak” attacks on early releases …
" do anything now": Characterizing and evaluating in-the-wild jailbreak prompts on large language models
The misuse of large language models (LLMs) has drawn significant attention from the
general public and LLM vendors. One particular type of adversarial prompt, known as …
general public and LLM vendors. One particular type of adversarial prompt, known as …
[PDF][PDF] DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models.
Abstract 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 …
in their capabilities, capturing the interest of practitioners and the public alike. Yet, while the …
Multi-step jailbreaking privacy attacks on chatgpt
With the rapid progress of large language models (LLMs), many downstream NLP tasks can
be well solved given appropriate prompts. Though model developers and researchers work …
be well solved given appropriate prompts. Though model developers and researchers work …
Propile: Probing privacy leakage in large language models
The rapid advancement and widespread use of large language models (LLMs) have raised
significant concerns regarding the potential leakage of personally identifiable information …
significant concerns regarding the potential leakage of personally identifiable information …
Survey of vulnerabilities in large language models revealed by adversarial attacks
Large Language Models (LLMs) are swiftly advancing in architecture and capability, and as
they integrate more deeply into complex systems, the urgency to scrutinize their security …
they integrate more deeply into complex systems, the urgency to scrutinize their security …
Deepinception: Hypnotize large language model to be jailbreaker
Despite remarkable success in various applications, large language models (LLMs) are
vulnerable to adversarial jailbreaks that make the safety guardrails void. However, previous …
vulnerable to adversarial jailbreaks that make the safety guardrails void. However, previous …
Aya model: An instruction finetuned open-access multilingual language model
Recent breakthroughs in large language models (LLMs) have centered around a handful of
data-rich languages. What does it take to broaden access to breakthroughs beyond first …
data-rich languages. What does it take to broaden access to breakthroughs beyond first …