Jacob Mitchell Springer

Papers on Lattice

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Research focus

Architecture Design (Transformers, SSMs, MoE) (1)Interpretability & Mechanistic Interp (1)Scaling Laws & Emergent Abilities (1)

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Atharva Kulkarni (1)Arjun Subramonian (1)

Papers (1)

Feb 24, 2026

Data Provenance InitiativeFeb 24, 2026·also University of California, USC

Disentangling Geometry, Performance, and Training in Language Models

Don't count on unembedding matrix geometry to predict language model performance—it's more a reflection of training hyperparameters than inherent capabilities.

Atharva Kulkarni, Jacob Mitchell Springer, Arjun Subramonian

Architecture Design (Transformers, SSMs, MoE)Interpretability & Mechanistic Interp Scaling Laws & Emergent Abilities

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Jacob Mitchell Springer

Research focus

Frequent co-authors

Papers (1)