Jacob Mitchell Springer

Papers on Lattice

Total citations

Topics

Publication activitypapers/week, last 8 weeks

Research focus

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

Frequent co-authors

Atharva Kulkarni (1)Arjun Subramonian (1)Swabha Swayamdipta (1)

Papers (1)

Feb 24, 2026

Data Provenance Initiative2w ago·also 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 +1

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

Search

Jacob Mitchell Springer

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)