Pith Number

pith:CDNVENGA

pith:2026:CDNVENGAHWF6CD5ZWFICY3EJRT

not attested not anchored not stored refs pending

Symmetry in language statistics shapes the geometry of model representations

Andres Nava, Daniel J. Korchinski, Dhruva Karkada, Matthieu Wyart, Yasaman Bahri

arxiv:2602.15029 v3 · 2026-02-16 · cs.LG · cond-mat.dis-nn · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CDNVENGAHWF6CD5ZWFICY3EJRT}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

10 papers in Pith

RSD: Moving Local Triangular Charts for Auditing Language-Model Hidden States

Geometry of Human Perceptual Domains Emerges Transiently in LLM Representations

ToxiREX: A Dataset on Toxic REasoning in ConteXt

Hierarchical Concept Geometry in Language Models Emerges from Word Co-occurrence

Quantifying Hyperparameter Transfer and the Importance of Embedding Layer Learning Rate

Receipt and verification

First computed	2026-07-01T00:17:10.353703Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10db5234c03d8be10fb9b1502c6c898cfb421eaea5f0cadab1c67b1177460a95

Aliases

arxiv: 2602.15029 · arxiv_version: 2602.15029v3 · doi: 10.48550/arxiv.2602.15029 · pith_short_12: CDNVENGAHWF6 · pith_short_16: CDNVENGAHWF6CD5Z · pith_short_8: CDNVENGA

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CDNVENGAHWF6CD5ZWFICY3EJRT \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 10db5234c03d8be10fb9b1502c6c898cfb421eaea5f0cadab1c67b1177460a95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca499596cd83a75d852b6a30dc0dda7c96e52911c565fa4a53ff2c41f9a1c433",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-16T18:59:55Z",
    "title_canon_sha256": "cdb477d6e3431592fa4c69080e0fb6d016b1454f0edb4d8473f383a99aaa42b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.15029",
    "kind": "arxiv",
    "version": 3
  }
}