Pith Number

pith:K6ROGVDD

pith:2024:K6ROGVDDE6EX32KXVVX6PELLSG

not attested not anchored not stored refs pending

How Do Large Language Models Understand Graph Patterns? A Benchmark for Graph Pattern Comprehension

Bohang Zhang, Caihua Shan, Dongsheng Li, Haohao Qu, Jiliang Tang, Qihao Wen, Wenqi Fan, Xinnan Dai, Yifen Shen

arxiv:2410.05298 v2 · 2024-10-04 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{K6ROGVDDE6EX32KXVVX6PELLSG}

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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

5 papers in Pith

GraphARC: A Comprehensive Benchmark for Graph-Based Abstract Reasoning

GraphScout: Empowering Large Language Models with Intrinsic Exploration Ability for Agentic Graph Reasoning

A Survey of Context Engineering for Large Language Models

Revisiting Graph-Tokenizing Large Language Models: A Systematic Evaluation of Graph Token Understanding

Evaluating LLMs on Large-Scale Graph Property Estimation via Random Walks

Receipt and verification

First computed	2026-07-05T10:51:26.038595Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57a2e3546327897de957ad6fe7916b91b69e944312881981676133b4b4213afa

Aliases

arxiv: 2410.05298 · arxiv_version: 2410.05298v2 · doi: 10.48550/arxiv.2410.05298 · pith_short_12: K6ROGVDDE6EX · pith_short_16: K6ROGVDDE6EX32KX · pith_short_8: K6ROGVDD

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/K6ROGVDDE6EX32KXVVX6PELLSG \
  | 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: 57a2e3546327897de957ad6fe7916b91b69e944312881981676133b4b4213afa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76346d9894a377b3bf230dc9e06cfacca0541a564f5f10d022b9fec985c19779",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-04T04:48:33Z",
    "title_canon_sha256": "2c8e8c8a6954e178a760817717c1c28521b2bb65853a385372962fe375fd53e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05298",
    "kind": "arxiv",
    "version": 2
  }
}