Pith Number

pith:5LA62VW4

pith:2024:5LA62VW45ISOJZ6I6SSKBM6ZC4

not attested not anchored not stored refs pending

Beyond Words: Evaluating Large Language Models in Transportation Planning

Manzhu Yu, Shaowei Ying, Zhenlong Li

arxiv:2409.14516 v1 · 2024-09-22 · cs.AI · cs.CL · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5LA62VW45ISOJZ6I6SSKBM6ZC4}

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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	2026-07-05T09:10:17.834546Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eac1ed56dcea24e4e7c8f4a4a0b3d9172f1665b8c78bb0bd1050e2af992a9efa

Aliases

arxiv: 2409.14516 · arxiv_version: 2409.14516v1 · doi: 10.48550/arxiv.2409.14516 · pith_short_12: 5LA62VW45ISO · pith_short_16: 5LA62VW45ISOJZ6I · pith_short_8: 5LA62VW4

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/5LA62VW45ISOJZ6I6SSKBM6ZC4 \
  | 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: eac1ed56dcea24e4e7c8f4a4a0b3d9172f1665b8c78bb0bd1050e2af992a9efa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9516f4e5d4d75c87322a36d5470eb48acf0f4e809284f2ba2fb549f983a3d190",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-09-22T16:20:00Z",
    "title_canon_sha256": "220b7984dc383a348e351374c2c64924bfe89ac5f1dce5278ed48b4b3e4fa71a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.14516",
    "kind": "arxiv",
    "version": 1
  }
}