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Short Horizons and Sparse Concepts: a Mathematical View of the Readout in the J-lens

arXiv cs.CL ↗ · 2026-08-27 Cached

This paper provides a mathematical analysis of the Jacobian lens (J-lens) for reading verbalizable representations from language models, identifies its sparse causal geometry, and proposes improvements to enhance concept readout.

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