this post was submitted on 21 Nov 2023
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Do Large Language Models learn world models or just surface statistics? (Jan 2023)
Actually, Othello-GPT Has A Linear Emergent World Representation (Mar 2023)
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The first two and last two are entirely focused on the linear representations, the studies cited in point three of the third link have additional information along those lines, and the fourth link is just a fun read.