[HTML][HTML] AI deception: A survey of examples, risks, and potential solutions
This paper argues that a range of current AI systems have learned how to deceive humans.
We define deception as the systematic inducement of false beliefs in the pursuit of some …
We define deception as the systematic inducement of false beliefs in the pursuit of some …
[HTML][HTML] A survey on large language model (llm) security and privacy: The good, the bad, and the ugly
Abstract Large Language Models (LLMs), such as ChatGPT and Bard, have revolutionized
natural language understanding and generation. They possess deep language …
natural language understanding and generation. They possess deep language …
Siren's song in the AI ocean: a survey on hallucination in large language models
While large language models (LLMs) have demonstrated remarkable capabilities across a
range of downstream tasks, a significant concern revolves around their propensity to exhibit …
range of downstream tasks, a significant concern revolves around their propensity to exhibit …
The rise and potential of large language model based agents: A survey
For a long time, humanity has pursued artificial intelligence (AI) equivalent to or surpassing
the human level, with AI agents considered a promising vehicle for this pursuit. AI agents are …
the human level, with AI agents considered a promising vehicle for this pursuit. AI agents are …
Fine-tuning aligned language models compromises safety, even when users do not intend to!
Optimizing large language models (LLMs) for downstream use cases often involves the
customization of pre-trained LLMs through further fine-tuning. Meta's open release of Llama …
customization of pre-trained LLMs through further fine-tuning. Meta's open release of Llama …
Large language models cannot self-correct reasoning yet
Large Language Models (LLMs) have emerged as a groundbreaking technology with their
unparalleled text generation capabilities across various applications. Nevertheless …
unparalleled text generation capabilities across various applications. Nevertheless …
Gptfuzzer: Red teaming large language models with auto-generated jailbreak prompts
Large language models (LLMs) have recently experienced tremendous popularity and are
widely used from casual conversations to AI-driven programming. However, despite their …
widely used from casual conversations to AI-driven programming. However, despite their …
Scalable extraction of training data from (production) language models
This paper studies extractable memorization: training data that an adversary can efficiently
extract by querying a machine learning model without prior knowledge of the training …
extract by querying a machine learning model without prior knowledge of the training …
Catastrophic jailbreak of open-source llms via exploiting generation
The rapid progress in open-source large language models (LLMs) is significantly advancing
AI development. Extensive efforts have been made before model release to align their …
AI development. Extensive efforts have been made before model release to align their …
Large language models: a comprehensive survey of its applications, challenges, limitations, and future prospects
Within the vast expanse of computerized language processing, a revolutionary entity known
as Large Language Models (LLMs) has emerged, wielding immense power in its capacity to …
as Large Language Models (LLMs) has emerged, wielding immense power in its capacity to …