Author

Mark Crovella

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#machine learning Preprint Sep 2026

Attention Mean Fields Predict Average Representation Dynamics and Reveal Context-Specific Computation

A mean-field analysis of attention, which shows how the average attention from one token to another defines a kernel that carries representations layer to layer and can be iterated through the network to model how the geometry is transformed.

Micah Adler, J. Byers, Mark Crovella · 0 citations

#artificial intelligence Preprint Sep 2026

The Interlingua Hypothesis: LLMs Translate via a Latent Task-agnostic Feature Space

Three lines of evidence are shown that provide convergent evidence in support of the interlingua hypothesis, which holds that language models translate by reading a source sentence into a latent feature space, and generate a target sentence by reading from the latent feature space.

Jacob Brinton, Jannik Brinkmann, Mark Crovella et al. · 0 citations