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Chasing the Counting Manifold in Open LLMs

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We reproduced some of the experiments from Anthropic’s "When Models Manipulate Manifolds: The Geometry of a Counting Task". The code is in this repository, and the interactive reproduction is available here — go check it out.

Cite Us

@misc{sinii2026_chasing_the_counting_manifold_in_open_llms,
  title={Chasing the Counting Manifold in Open LLMs},
  author={Viacheslav Sinii and Nikita Balagansky},
  year={2026}, 
  url={https://huggingface.co/spaces/t-tech/manifolds},
}

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Code for the reproduction of counting manifolds

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