Pith Number

pith:ZPNLXJEB

pith:2025:ZPNLXJEB5KLLS2P3ORQRQD6YND

not attested not anchored not stored refs pending

When Do LLMs Help With Node Classification? A Comprehensive Analysis

Caihua Shan, Fangzhou Ge, Hong Cheng, Xiangguo Sun, Xixi Wu, Yifei Shen, Yizhu Jiao

arxiv:2502.00829 v2 · 2025-02-02 · cs.LG · cs.SI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZPNLXJEB5KLLS2P3ORQRQD6YND}

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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

6 papers in Pith

GraspLLM: Towards Zero-Shot Generalization on Text-Attributed Graphs with LLMs

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

G2LoRA: Gradient Orthogonal Low-Rank Adaptation Framework for Graph Continual Learning on Text-Attributed Graphs

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

When Structure Doesn't Help: LLMs Do Not Read Text-Attributed Graphs as Effectively as We Expected

Receipt and verification

First computed	2026-07-05T11:05:39.358019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbdabba481ea96b969fb7461180fd868dbf19267979cfa1f6dde7939bf7116ed

Aliases

arxiv: 2502.00829 · arxiv_version: 2502.00829v2 · doi: 10.48550/arxiv.2502.00829 · pith_short_12: ZPNLXJEB5KLL · pith_short_16: ZPNLXJEB5KLLS2P3 · pith_short_8: ZPNLXJEB

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/ZPNLXJEB5KLLS2P3ORQRQD6YND \
  | 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: cbdabba481ea96b969fb7461180fd868dbf19267979cfa1f6dde7939bf7116ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fee49d33298fbc08d88a53470e3dbd015da96d7bf2aa7776fe9f504acda5fd93",
    "cross_cats_sorted": [
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-02T15:56:05Z",
    "title_canon_sha256": "bfcca9a42616ec3311cf7519d6384e3e7aac4ad9d3c982b4e73888b6ccd429da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00829",
    "kind": "arxiv",
    "version": 2
  }
}