---
title: "Token Geometry — Stuff That Spins"
description: "arXiv:2607.01455v1 Announce Type: new Abstract: Language models learn continuous programs over discrete symbols, with the embedding table and LM-head acting as the read/write interface between them. We show that this interface has gradient geometry distinct from dense hidden weights which can be ex…"
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keywords: ["SpinGraph", "spin analysis", "GEO"]
date: "2026-07-03T04:00:00+00:00"
modified: "2026-07-03T04:00:55.816239+00:00"
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---

# Token Geometry

**Source:** Unknown  
**Published:** July 3, 2026  
**Original:** https://arxiv.org/abs/2607.01455  

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