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Your Transformer Can Hold Two Thoughts at Once: Evidence of Linear Superposition in LLMs

Tikhonov, Pavel et al.
arXiv (All) · Papers
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computation-and-language
While Large Language Models (LLMs) rely on highly non-linear components, in this work we demonstrate that they exhibit fundamental linearity: when inputs from distinct text streams are linearly combined, the model outputs a superposition of the individual next-token distributions. We term this the \
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