Pith Number

pith:SLM6CALJ

pith:2025:SLM6CALJCF6DFKROJQMBJPRJR2

not attested not anchored not stored refs pending

Exploring the Potential of Large Language Models in Public Transportation: San Antonio Case Study

Gongbo Liang, Izzat Alsmadi, Jeong Yang, Ramya Jonnala

arxiv:2501.03904 v1 · 2025-01-07 · cs.LG · cs.AI · cs.IR

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\usepackage{pith}
\pithnumber{SLM6CALJCF6DFKROJQMBJPRJR2}

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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

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	2026-07-05T09:58:03.221780Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92d9e10169117c32aa2e4c1814be298e961b830d0b92cda9a427a164119972ff

Aliases

arxiv: 2501.03904 · arxiv_version: 2501.03904v1 · doi: 10.48550/arxiv.2501.03904 · pith_short_12: SLM6CALJCF6D · pith_short_16: SLM6CALJCF6DFKRO · pith_short_8: SLM6CALJ

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/SLM6CALJCF6DFKROJQMBJPRJR2 \
  | 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: 92d9e10169117c32aa2e4c1814be298e961b830d0b92cda9a427a164119972ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d406c45b66d675413b35647d691e27019bed3cb6a2e007428eb00148c15b822",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-07T16:18:55Z",
    "title_canon_sha256": "170725d1315c4c71ee5b7c77a312982588922c5c2bd7e4d3befb8f1d5c891aa8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03904",
    "kind": "arxiv",
    "version": 1
  }
}