Pith Number

pith:32RVIDFB

pith:2023:32RVIDFBYK4D52AMIPYQ6MBEM3

not attested not anchored not stored refs pending

GeoLLM: Extracting Geospatial Knowledge from Large Language Models

David Lobell, Gengchen Mai, Marshall Burke, Rohin Manvi, Samar Khanna, Stefano Ermon

arxiv:2310.06213 v2 · 2023-10-10 · cs.CL · 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{32RVIDFBYK4D52AMIPYQ6MBEM3}

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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

6 papers in Pith

GIScholarBench: Benchmarking LLM Overconfidence in GIS Research

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

Enhancing the Socioeconomic Understanding of Foundation Models with Urban Mobility

General Geospatial Inference with a Population Dynamics Foundation Model

Bridge: Retrieval-Augmented Spatiotemporal Modeling for Urban Delivery Demand

Receipt and verification

First computed	2026-07-05T07:48:48.996711Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dea3540ca1c2b83ee80c43f10f302466f17cf1111da796bc4f650668ca47ab20

Aliases

arxiv: 2310.06213 · arxiv_version: 2310.06213v2 · doi: 10.48550/arxiv.2310.06213 · pith_short_12: 32RVIDFBYK4D · pith_short_16: 32RVIDFBYK4D52AM · pith_short_8: 32RVIDFB

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/32RVIDFBYK4D52AMIPYQ6MBEM3 \
  | 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: dea3540ca1c2b83ee80c43f10f302466f17cf1111da796bc4f650668ca47ab20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ddf85d33e699d7ae29df46281e0f6e70e6078bed0587236272cb6610d5d0b30",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-10T00:03:23Z",
    "title_canon_sha256": "769ed237bc3552c161dc14876ba717db113a194c75629322708d5d545f910f5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.06213",
    "kind": "arxiv",
    "version": 2
  }
}