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cs.CL2026
A Shared Subcircuit Lets LLMs Count Down Across Tasks
Jacob Dunefsky, Wes Gurnee, Emmanuel Ameisen
Writing a sentence of exactly twelve words; ending a DNA sequence at the right codon; formatting an ASCII table. These are all tasks that language models can do that requires track…
cs.LG2026
When Models Manipulate Manifolds: The Geometry of a Counting Task
Wes Gurnee, Emmanuel Ameisen, Isaac Kauvar +4
Language models can perceive visual properties of text despite receiving only sequences of tokens-we mechanistically investigate how Claude 3.5 Haiku accomplishes one such task: li…