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The ‘model organisms of misalignment’ line of research creates AI models that exhibit various types of misalignment, and studies them to try to understand how the misalignment occurs and whether it can be somehow removed. In this episode, Evan Hubinger talks about two papers he's worked on at Anthropic under this agenda: “Sleeper Agents” and “Sycophancy to Subterfuge”.
Topics we discuss:
Model organisms and stress-testing
Sleeper Agents
Do ‘sleeper agents’ properly model deceptive alignment?
Surprising results in “Sleeper Agents”
Sycophancy to Subterfuge
How models generalize from sycophancy to subterfuge
Is the reward editing task valid?
Training away sycophancy and subterfuge
Model organisms, AI control, and evaluations
Other model organisms research
Alignment stress-testing at Anthropic
Following Evan's work
Daniel Filan:
Hello, everybody. In this episode, I’ll be speaking with Evan Hubinger. [...]
Outline:
(01:46) Model organisms and stress-testing
(09:02) Sleeper Agents
(25:18) Do ‘sleeper agents’ properly model deceptive alignment?
(42:08) Surprising results in “Sleeper Agents”
(01:02:51) Sycophancy to Subterfuge
(01:15:27) How models generalize from sycophancy to subterfuge
(01:23:27) Is the reward editing task valid?
(01:28:53) Training away sycophancy and subterfuge
(01:36:42) Model organisms, AI control, and evaluations
(01:41:12) Other model organisms research
(01:43:11) Alignment stress-testing at Anthropic
(01:51:07) Following Evan's work
First published:
December 1st, 2024
Source:
https://www.lesswrong.com/posts/sookiqxkzzLmPYB3r/39-evan-hubinger-on-model-organisms-of-misalignment)
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Narrated by TYPE III AUDIO).
