Web: http://arxiv.org/abs/2209.10652

Sept. 23, 2022, 1:11 a.m. | Nelson Elhage, Tristan Hume, Catherine Olsson, Nicholas Schiefer, Tom Henighan, Shauna Kravec, Zac Hatfield-Dodds, Robert Lasenby, Dawn Drain, Carol C

cs.LG updates on arXiv.org arxiv.org

Neural networks often pack many unrelated concepts into a single neuron - a
puzzling phenomenon known as 'polysemanticity' which makes interpretability
much more challenging. This paper provides a toy model where polysemanticity
can be fully understood, arising as a result of models storing additional
sparse features in "superposition." We demonstrate the existence of a phase
change, a surprising connection to the geometry of uniform polytopes, and
evidence of a link to adversarial examples. We also discuss potential
implications for mechanistic …

arxiv

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