Pith Number

pith:JGZD5L3Z

pith:2024:JGZD5L3ZIJRMUXNNU65HNBSYVE

not attested not anchored not stored refs pending

Let Your Graph Do the Talking: Encoding Structured Data for LLMs

Anton Tsitsulin, Bahare Fatemi, Bryan Perozzi, Dustin Zelle, Jonathan Halcrow, Mehran Kazemi, Rami Al-Rfou

arxiv:2402.05862 v1 · 2024-02-08 · cs.LG · cs.AI · cs.SI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JGZD5L3ZIJRMUXNNU65HNBSYVE}

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

12 papers in Pith

GraphInfer-Bench: Benchmarking LLM's Inference Capability on Graphs

Are Large Language Models Suitable for Graph Computation? Progress and Prospects

Edge-Aware Curvature Modeling for Graph Understanding in Large Language Models

Mixture-of-Experts Knowledge Graph Retrieval-Augmented Generation for Multi-Agent LLM-based Recommendation

Query-Aware Learnable Graph Pooling Tokens as Prompt for Large Language Models

Receipt and verification

First computed	2026-07-05T07:43:04.367426Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49b23eaf794262ca5dada7ba768658a934124fa64f91f0d42b02c76fd44c7751

Aliases

arxiv: 2402.05862 · arxiv_version: 2402.05862v1 · doi: 10.48550/arxiv.2402.05862 · pith_short_12: JGZD5L3ZIJRM · pith_short_16: JGZD5L3ZIJRMUXNN · pith_short_8: JGZD5L3Z

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/JGZD5L3ZIJRMUXNNU65HNBSYVE \
  | 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: 49b23eaf794262ca5dada7ba768658a934124fa64f91f0d42b02c76fd44c7751

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a9fbaee99d4fb82efc0ac0e1684c86fe188c662c38e15056b3449a9c7a01121",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-08T17:51:44Z",
    "title_canon_sha256": "40df187f5a3f87e954e9ebe819422fb9594b1c5f46e7730838d9554c55e696eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05862",
    "kind": "arxiv",
    "version": 1
  }
}