Category: LLM

Auto Added by WPeMatico

Subliminal Learning in AIs

Posted on By infossl
academic papers, AI, integrity, LLM, Security technology, trust, Uncategorized

Today’s freaky LLM behavior: We study subliminal learning, a surprising phenomenon where language models learn traits from model-generated data that is semantically unrelated to those traits. For example, a “student” model learns to prefer owls when trained on sequences of numbers generated by a “teacher” model that prefers owls. This same phenomenon can transmit misalignment … Read More “Subliminal Learning in AIs” »

The Age of Integrity

Posted on By infossl
AI, LLM, Security technology, Uncategorized

We need to talk about data integrity. Narrowly, the term refers to ensuring that data isn’t tampered with, either in transit or in storage. Manipulating account balances in bank databases, removing entries from criminal records, and murder by removing notations about allergies from medical records are all integrity attacks. More broadly, integrity refers to ensuring … Read More “The Age of Integrity” »

What LLMs Know About Their Users

Posted on By infossl
AI, data collection, data privacy, LLM, Security technology, surveillance, Uncategorized

Simon Willison talks about ChatGPT’s new memory dossier feature. In his explanation, he illustrates how much the LLM—and the company—knows about its users. It’s a big quote, but I want you to read it all. Here’s a prompt you can use to give you a solid idea of what’s in that summary. I first saw … Read More “What LLMs Know About Their Users” »

AI-Generated Law

Posted on By infossl
AI, laws, LLM, Security technology, Uncategorized

On April 14, Dubai’s ruler, Sheikh Mohammed bin Rashid Al Maktoum, announced that the United Arab Emirates would begin using artificial intelligence to help write its laws. A new Regulatory Intelligence Office would use the technology to “regularly suggest updates” to the law and “accelerate the issuance of legislation by up to 70%.” AI would create a “comprehensive legislative … Read More “AI-Generated Law” »

Applying Security Engineering to Prompt Injection Security

Posted on By infossl
academic papers, AI, google, LLM, security engineering, Security technology, Uncategorized

This seems like an important advance in LLM security against prompt injection: Google DeepMind has unveiled CaMeL (CApabilities for MachinE Learning), a new approach to stopping prompt-injection attacks that abandons the failed strategy of having AI models police themselves. Instead, CaMeL treats language models as fundamentally untrusted components within a secure software framework, creating clear … Read More “Applying Security Engineering to Prompt Injection Security” »

“Emergent Misalignment” in LLMs

Posted on By infossl
academic papers, AI, LLM, Security technology, Uncategorized

Interesting research: “Emergent Misalignment: Narrow finetuning can produce broadly misaligned LLMs“: Abstract: We present a surprising result regarding LLMs and alignment. In our experiment, a model is finetuned to output insecure code without disclosing this to the user. The resulting model acts misaligned on a broad range of prompts that are unrelated to coding: it … Read More ““Emergent Misalignment” in LLMs” »

More Research Showing AI Breaking the Rules

Posted on By infossl
academic papers, AI, cheating, chess, games, LLM, Security technology, Uncategorized

These researchers had LLMs play chess against better opponents. When they couldn’t win, they sometimes resorted to cheating. Researchers gave the models a seemingly impossible task: to win against Stockfish, which is one of the strongest chess engines in the world and a much better player than any human, or any of the AI models … Read More “More Research Showing AI Breaking the Rules” »