Pith Number

pith:R76HPS7H

pith:2024:R76HPS7H3QQG5QS37C5JEXN22Z

not attested not anchored not stored refs pending

TransitGPT: A Generative AI-based framework for interacting with GTFS data using Large Language Models

Lewis Lehe, Saipraneeth Devunuri

arxiv:2412.06831 v1 · 2024-12-07 · cs.CL · cs.AI · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R76HPS7H3QQG5QS37C5JEXN22Z}

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

1 paper in Pith

Large Language Models in Transportation Systems Management and Operations: From Text Reasoning to Multi-modal Decision Support

Receipt and verification

First computed	2026-07-05T09:46:57.851939Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ffc77cbe7dc206ec25bf8ba925dbad65c46e4772136504f5fdafe4559726fab

Aliases

arxiv: 2412.06831 · arxiv_version: 2412.06831v1 · doi: 10.48550/arxiv.2412.06831 · pith_short_12: R76HPS7H3QQG · pith_short_16: R76HPS7H3QQG5QS3 · pith_short_8: R76HPS7H

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/R76HPS7H3QQG5QS37C5JEXN22Z \
  | 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: 8ffc77cbe7dc206ec25bf8ba925dbad65c46e4772136504f5fdafe4559726fab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de7d52b72c651df44b49d49a3bf763aafad69be4c658db6516de507299f3568e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-07T00:35:41Z",
    "title_canon_sha256": "8ffe9ad944dfda3e3c081e9b1d6c003cc4c9f4a1715dec63d10988e24e352b7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06831",
    "kind": "arxiv",
    "version": 1
  }
}