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Pith Number

pith:PQBGEVQY

pith:2026:PQBGEVQYJYYH5HI54FZJI335YP
not attested not anchored not stored refs pending

Language Models Represent and Transform Concepts with Shared Geometry

Lanhao Niu, Sashank Varma, Zhimin Hu

arxiv:2607.04525 v1 · 2026-07-05 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{PQBGEVQYJYYH5HI54FZJI335YP}

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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.
Receipt and verification
First computed 2026-07-07T02:19:23.235788Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7c026256184e307e9d1de172946f7dc3d921002a9f828fd691798cd6fbf0b64c

Aliases

arxiv: 2607.04525 · arxiv_version: 2607.04525v1 · doi: 10.48550/arxiv.2607.04525 · pith_short_12: PQBGEVQYJYYH · pith_short_16: PQBGEVQYJYYH5HI5 · pith_short_8: PQBGEVQY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PQBGEVQYJYYH5HI54FZJI335YP \
  | 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: 7c026256184e307e9d1de172946f7dc3d921002a9f828fd691798cd6fbf0b64c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "04aee9ab754004f36dc3404fb5b5a3687fead8061f60ba4cdec5697f1c67f06a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-05T22:16:22Z",
    "title_canon_sha256": "e06604931f9d5e5081c7f221c9dcf6457a47a0c2c7832f41bd8ac0dc598495e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.04525",
    "kind": "arxiv",
    "version": 1
  }
}