Pith Number

pith:FWWZJ6PM

pith:2025:FWWZJ6PMEZQSCGHHWZL2HSLP6D

not attested not anchored not stored refs pending

How do Scaling Laws Apply to Knowledge Graph Engineering Tasks? The Impact of Model Size on Large Language Model Performance

Andreas Dengel, Desiree Heim, Johannes Frey, Lars-Peter Meyer, Markus Schr\"oder

arxiv:2505.16276 v1 · 2025-05-22 · 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{FWWZJ6PMEZQSCGHHWZL2HSLP6D}

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.

Receipt and verification

First computed	2026-07-05T11:07:32.577436Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2dad94f9ec26612118e7b657a3c96ff0c7465cbaa4b49669f426d29ff6903178

Aliases

arxiv: 2505.16276 · arxiv_version: 2505.16276v1 · doi: 10.48550/arxiv.2505.16276 · pith_short_12: FWWZJ6PMEZQS · pith_short_16: FWWZJ6PMEZQSCGHH · pith_short_8: FWWZJ6PM

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/FWWZJ6PMEZQSCGHHWZL2HSLP6D \
  | 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: 2dad94f9ec26612118e7b657a3c96ff0c7465cbaa4b49669f426d29ff6903178

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c655e0c4a92c873649641eef2851edd7888383e0823b9471c8a489d398ce9ca",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-22T06:21:40Z",
    "title_canon_sha256": "a7be021bac44d743e690379b9980091f0f2051db1a7b45805f2856986f6dc060"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16276",
    "kind": "arxiv",
    "version": 1
  }
}