Jailbroken: How Does LLM Safety Training Fail? - Paper Explained
In this video we talk about why large language models are susceptible to jailbreak as suggested in the “Jailbroken: How Does LLM Safety Training Fail?” paper. They propose two main causes for this vulnerability: competing objectives and mismatched generalization, and analyze various attacks on SoTA models like GPT4 and Claude v1.3.
References
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“Jailbroken: How Does LLM Safety Training Fail?” paper: https://arxiv.org/abs/2307.02483
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Contents
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00:00 - Abstract
02:28 - Introduction
08:03 - Background: Safety-Trained Language Models and Jailbreak Attacks
10:45 - Failure Modes: Competing Objectives and Generalization Mismatch
20:05 - Empirical Evaluation of Jailbreak Methods
25:15 - Implications for Defense
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Watch video Jailbroken: How Does LLM Safety Training Fail? - Paper Explained online without registration, duration hours minute second in high quality. This video was added by user DataMListic 17 February 2024, don't forget to share it with your friends and acquaintances, it has been viewed on our site 779 once and liked it 20 people.