Pith Number

pith:CYM5GVPW

pith:2023:CYM5GVPW56VRZ7ALH2ZURHH63I

not attested not anchored not stored refs pending

GPT4GEO: How a Language Model Sees the World's Geography

Jonathan Roberts, Kai Han, Samuel Albanie, Sowmen Das, Timo L\"uddecke

arxiv:2306.00020 v1 · 2023-05-30 · cs.CL · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CYM5GVPW56VRZ7ALH2ZURHH63I}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

6 papers in Pith

MapReason-OSM: Can Vision-Language Models Make Graph-Verifiable Mobility Decisions from Street Maps ?

From Symbolic to Geometric: Enabling Spatial Reasoning in Large Language Models

Assessing the Geographic Diversity of AI's Platial Representations in Image Generation

Much of Geospatial Web Search Is Beyond Traditional GIS

Consistency Training while Mitigating Obfuscation via Rate Matching

Receipt and verification

First computed	2026-07-05T06:16:20.426991Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1619d355f6efab1cfc0b3eb3489cfeda26d5d196566d7e857e8b7e81babf00a6

Aliases

arxiv: 2306.00020 · arxiv_version: 2306.00020v1 · doi: 10.48550/arxiv.2306.00020 · pith_short_12: CYM5GVPW56VR · pith_short_16: CYM5GVPW56VRZ7AL · pith_short_8: CYM5GVPW

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/CYM5GVPW56VRZ7ALH2ZURHH63I \
  | 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: 1619d355f6efab1cfc0b3eb3489cfeda26d5d196566d7e857e8b7e81babf00a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ab5ced8058e754eff74e8105d9c0dd3e1b4139c9ce2b21efa4171848b5c477a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-30T18:28:04Z",
    "title_canon_sha256": "8f00c0dc658d0efaade7d7afffbe7daa042f88e83ab363e4dc316d67fb556273"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.00020",
    "kind": "arxiv",
    "version": 1
  }
}