Challenges and applications of large language models

J Kaddour, J Harris, M Mozes, H Bradley… - arXiv preprint arXiv …, 2023 - arxiv.org
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 …

[HTML][HTML] A survey on large language model (llm) security and privacy: The good, the bad, and the ugly

Y Yao, J Duan, K Xu, Y Cai, Z Sun, Y Zhang - High-Confidence Computing, 2024 - Elsevier
Abstract Large Language Models (LLMs), such as ChatGPT and Bard, have revolutionized
natural language understanding and generation. They possess deep language …

Privacy in large language models: Attacks, defenses and future directions

H Li, Y Chen, J Luo, J Wang, H Peng, Y Kang… - arXiv preprint arXiv …, 2023 - arxiv.org
The advancement of large language models (LLMs) has significantly enhanced the ability to
effectively tackle various downstream NLP tasks and unify these tasks into generative …

Large language model alignment: A survey

T Shen, R Jin, Y Huang, C Liu, W Dong, Z Guo… - arXiv preprint arXiv …, 2023 - arxiv.org
Recent years have witnessed remarkable progress made in large language models (LLMs).
Such advancements, while garnering significant attention, have concurrently elicited various …

Instruction backdoor attacks against customized {LLMs}

R Zhang, H Li, R Wen, W Jiang, Y Zhang… - 33rd USENIX Security …, 2024 - usenix.org
The increasing demand for customized Large Language Models (LLMs) has led to the
development of solutions like GPTs. These solutions facilitate tailored LLM creation via …

Prompt injection attacks and defenses in llm-integrated applications

Y Liu, Y Jia, R Geng, J Jia, NZ Gong - arXiv preprint arXiv:2310.12815, 2023 - arxiv.org
Large Language Models (LLMs) are increasingly deployed as the backend for a variety of
real-world applications called LLM-Integrated Applications. Multiple recent works showed …

Reviewergpt? an exploratory study on using large language models for paper reviewing

R Liu, NB Shah - arXiv preprint arXiv:2306.00622, 2023 - arxiv.org
Given the rapid ascent of large language models (LLMs), we study the question:(How) can
large language models help in reviewing of scientific papers or proposals? We first conduct …

{LLM-Fuzzer}: Scaling assessment of large language model jailbreaks

J Yu, X Lin, Z Yu, X Xing - 33rd USENIX Security Symposium (USENIX …, 2024 - usenix.org
The jailbreak threat poses a significant concern for Large Language Models (LLMs),
primarily due to their potential to generate content at scale. If not properly controlled, LLMs …

Security and privacy challenges of large language models: A survey

BC Das, MH Amini, Y Wu - arXiv preprint arXiv:2402.00888, 2024 - arxiv.org
Large Language Models (LLMs) have demonstrated extraordinary capabilities and
contributed to multiple fields, such as generating and summarizing text, language …

Llm-based edge intelligence: A comprehensive survey on architectures, applications, security and trustworthiness

O Friha, MA Ferrag, B Kantarci… - IEEE Open Journal …, 2024 - ieeexplore.ieee.org
The integration of Large Language Models (LLMs) and Edge Intelligence (EI) introduces a
groundbreaking paradigm for intelligent edge devices. With their capacity for human-like …