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Owain Evans is an AI Alignment researcher, research associate at the Center of Human Compatible AI at UC Berkeley, and now leading a new AI safety research group. In this episode we discuss two of his recent papers, “Me, Myself, and AI: The Situational Awareness Dataset (SAD) for LLMs" (https://arxiv.org/abs/2407.04694) and “Connecting the Dots: LLMs can Infer and Verbalize Latent Structure from Disparate Training Data” (https://arxiv.org/abs/2406.14546) alongside some Twitter questions. Patreon: https://www.patreon.com/theinsideview Manifund: https://manifund.org/projects/making-52-ai-alignment-video-explainers-and-podcasts Ask questions: https://twitter.com/MichaelTrazzi Owain Evans: https://twitter.com/owainevans_uk OUTLINE 00:00:00 Intro 00:01:12 Owain's Agenda 00:02:25 Defining Situational Awareness 00:03:30 Safety Motivation 00:04:58 Why Release A Dataset 00:06:17 Risks From Releasing It 00:10:03 Claude 3 on the Longform Task 00:14:57 Needle in a Haystack 00:19:23 Situating Prompt 00:23:08 Deceptive Alignment Precursor 00:30:12 Distribution Over Two Random Words 00:34:36 Discontinuing a 01 sequence 00:40:20 GPT-4 Base On the Longform Task 00:46:44 Human-AI Data in GPT-4's Pretraining 00:49:25 Are Longform Task Questions Unusual 00:51:48 When Will Situational Awareness Saturate 00:53:36 Safety And Governance Implications Of Saturation 00:56:17 Evaluation Implications Of Saturation 00:57:40 Follow-up Work On The Situational Awarenss Dataset 01:00:04 Would Removing Chain-Of-Thought Work? 01:02:18 Out-of-Context Reasoning: the "Connecting the Dots" paper 01:05:15 Experimental Setup 01:07:46 Concrete Function Example: 3x + 1 01:11:23 Isn't It Just A Simple Mapping? 01:17:20 Safety Motivation 01:22:40 Out-Of-Context Reasoning Results Were Surprising 01:24:51 The Biased Coin Task 01:27:00 Will Out-Of-Context Resaoning Scale 01:32:50 Checking If In-Context Learning Work 01:34:33 Mixture-Of-Functions 01:38:24 Infering New Architectures From ArXiv 01:43:52 Twitter Questions 01:44:27 How Does Owain Come Up With Ideas? 01:49:44 How Did Owain's Background Influence His Research Style And Taste? 01:52:06 Should AI Alignment Researchers Aim For Publication? 01:57:01 How Can We Apply LLM Understanding To Mitigate Deceptive Alignment? 01:58:52 Could Owain's Research Accelerate Capabilities? 02:08:44 How Was Owain's Work Received? 02:13:23 Last Message

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