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Structural differences in circuits may be misleading, as they often reflect interchangeable mechanisms rather than distinct functionalities.
LLMs respond to increasingly difficult out-of-distribution inputs by activating sparser representations in their last hidden states, revealing a quantifiable relationship between task difficulty and neural activity.
