Pith Number

pith:B5S46HPM

pith:2025:B5S46HPMLRYCWZOQI37L2WDPIM

not attested not anchored not stored refs pending

Attention Mechanisms Perspective: Exploring LLM Processing of Graph-Structured Data

Hongke Zhao, Jianpin Fan, Likang Wu, Ming He, Zhong Guan

arxiv:2505.02130 v1 · 2025-05-04 · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B5S46HPMLRYCWZOQI37L2WDPIM}

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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

2 papers in Pith

When Graph Tokens Sink: A Mechanistic Analysis of Graph Language Models

Learning Posterior Predictive Distributions for Node Classification from Synthetic Graph Priors

Receipt and verification

First computed	2026-07-05T10:58:32.438375Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f65cf1dec5c702b65d046febd586f4314ec674a9bb3e3885e86f7312a57da36

Aliases

arxiv: 2505.02130 · arxiv_version: 2505.02130v1 · doi: 10.48550/arxiv.2505.02130 · pith_short_12: B5S46HPMLRYC · pith_short_16: B5S46HPMLRYCWZOQ · pith_short_8: B5S46HPM

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/B5S46HPMLRYCWZOQI37L2WDPIM \
  | 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: 0f65cf1dec5c702b65d046febd586f4314ec674a9bb3e3885e86f7312a57da36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2289fa8568b1fe1edc75a284836b265f7c59336df4f91d41e19507986d83e65",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-04T14:40:31Z",
    "title_canon_sha256": "19e27983b8df679a2880680b4066d8ed2f79303f3945aa7ae8c19940dd9b17a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.02130",
    "kind": "arxiv",
    "version": 1
  }
}