Pith Number

pith:K4FOOWZR

pith:2024:K4FOOWZRMVDGYMRWIC2LBNRWLG

not attested not anchored not stored refs pending

Are Large-Language Models Graph Algorithmic Reasoners?

Alexander K Taylor, Anthony Cuturrufo, Mingyu Derek Ma, Vishal Yathish, Wei Wang

arxiv:2410.22597 v1 · 2024-10-29 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K4FOOWZRMVDGYMRWIC2LBNRWLG}

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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

Closed-Loop Graph Algorithm Execution with Small Language Models: Step Accuracy and Rollout Reliability

Receipt and verification

First computed	2026-07-05T09:28:19.032730Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

570ae75b3165466c323640b4b0b63659b8a3bfbf52c7e73a284d1380b9a1c263

Aliases

arxiv: 2410.22597 · arxiv_version: 2410.22597v1 · doi: 10.48550/arxiv.2410.22597 · pith_short_12: K4FOOWZRMVDG · pith_short_16: K4FOOWZRMVDGYMRW · pith_short_8: K4FOOWZR

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/K4FOOWZRMVDGYMRWIC2LBNRWLG \
  | 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: 570ae75b3165466c323640b4b0b63659b8a3bfbf52c7e73a284d1380b9a1c263

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1eb77cb8d1aeeb14bc34fc4178895d7489831b14fb429513b6cbca0d7909b99",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-29T23:28:37Z",
    "title_canon_sha256": "0b2c112a2847f8b311dcdae665fe0ab0671831b4352489e59d67062a3dfa1abf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.22597",
    "kind": "arxiv",
    "version": 1
  }
}