Pith Number

pith:RLAQZNAZ

pith:2023:RLAQZNAZRMCTCGWUFRSWULUI6U

not attested not anchored not stored refs pending

Can LLMs Effectively Leverage Graph Structural Information through Prompts, and Why?

Jiaqi Ma, Jin Huang, Qiaozhu Mei, Xingjian Zhang

arxiv:2309.16595 v4 · 2023-09-28 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RLAQZNAZRMCTCGWUFRSWULUI6U}

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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

8 papers in Pith

Beyond the Golden Teacher: Enhancing Graph Learning through LLM-GNN Co-teaching

AGE: Adaptive-masking for Graph Embedding in Graph Retrieval-Augmented Generation

Clustering as Reasoning: A $k$-Means Interpretation of Chain-of-Thought Graph Learning

GLIP: Graph and LLM Joint Pretraining for Graph-Level Tasks

Knowledge Graph-Enhanced Zero-Shot Topic Classification: A Multi-Strategy Comparative Study

Receipt and verification

First computed	2026-07-05T08:32:09.228890Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ac10cb4198b05311ad42c656a2e88f516511e3ef8027847bdcb307cdbb08852

Aliases

arxiv: 2309.16595 · arxiv_version: 2309.16595v4 · doi: 10.48550/arxiv.2309.16595 · pith_short_12: RLAQZNAZRMCT · pith_short_16: RLAQZNAZRMCTCGWU · pith_short_8: RLAQZNAZ

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/RLAQZNAZRMCTCGWUFRSWULUI6U \
  | 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: 8ac10cb4198b05311ad42c656a2e88f516511e3ef8027847bdcb307cdbb08852

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6420d1e964679712e81840c88a7a0f5c0f470295fd6615bf85c38916b7ed1a0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-28T16:58:37Z",
    "title_canon_sha256": "be6fe334b7865f2e63ad36b24c3e002858ada38c61f39f6cd2c1e7b4252f262d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.16595",
    "kind": "arxiv",
    "version": 4
  }
}