LLMs Acting Deceptively – Schneier on Security
by nlqip
LLMs Acting Deceptively
New research: “Deception abilities emerged in large language models“:
Abstract: Large language models (LLMs) are currently at the forefront of intertwining AI systems with human communication and everyday life. Thus, aligning them with human values is of great importance. However, given the steady increase in reasoning abilities, future LLMs are under suspicion of becoming able to deceive human operators and utilizing this ability to bypass monitoring efforts. As a prerequisite to this, LLMs need to possess a conceptual understanding of deception strategies. This study reveals that such strategies emerged in state-of-the-art LLMs, but were nonexistent in earlier LLMs. We conduct a series of experiments showing that state-of-the-art LLMs are able to understand and induce false beliefs in other agents, that their performance in complex deception scenarios can be amplified utilizing chain-of-thought reasoning, and that eliciting Machiavellianism in LLMs can trigger misaligned deceptive behavior. GPT-4, for instance, exhibits deceptive behavior in simple test scenarios 99.16% of the time (P < 0.001). In complex second-order deception test scenarios where the aim is to mislead someone who expects to be deceived, GPT-4 resorts to deceptive behavior 71.46% of the time (P < 0.001) when augmented with chain-of-thought reasoning. In sum, revealing hitherto unknown machine behavior in LLMs, our study contributes to the nascent field of machine psychology.
Tags: academic papers, artificial intelligence, deception, LLM
Sidebar photo of Bruce Schneier by Joe MacInnis.
Source link
lol
LLMs Acting Deceptively New research: “Deception abilities emerged in large language models“: Abstract: Large language models (LLMs) are currently at the forefront of intertwining AI systems with human communication and everyday life. Thus, aligning them with human values is of great importance. However, given the steady increase in reasoning abilities, future LLMs are under suspicion…
Recent Posts
- Bitcoin ATM scams skyrocket – Week in security with Tony Anscombe
- North Korean Threat Actors Deploy COVERTCATCH Malware via LinkedIn Job Scams
- FBI Cracks Down on Dark Web Marketplace Managed by Russian and Kazakh Nationals
- ESET Research Podcast: HotPage
- A Vulnerability in SonicWall SonicOS Management Access and SSLVPN Could Allow for Unauthorized Resource Access