Pith Number

pith:GLMMTYDP

pith:2024:GLMMTYDPAIF3RG3JBKW2SZGAS4

not attested not anchored not stored refs pending

Scaling Parameter-Constrained Language Models with Quality Data

Changsheng Zhao, Ernie Chang, Matteo Paltenghi, Patrick Huber, Pin-Jie Lin, Rastislav Rabatin, Vikas Chandra, Yang Li, Yangyang Shi, Zechun Liu

arxiv:2410.03083 v1 · 2024-10-04 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GLMMTYDPAIF3RG3JBKW2SZGAS4}

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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

QSTRBench: a New Benchmark to Evaluate the Ability of Language Models to Reason with Qualitative Spatial and Temporal Calculi

On the Invariance and Generality of Neural Scaling Laws

Receipt and verification

First computed	2026-07-05T09:15:43.988871Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32d8c9e06f020bb89b690aada964c09702084aa88bf2692f3c6aa4d8318773fa

Aliases

arxiv: 2410.03083 · arxiv_version: 2410.03083v1 · doi: 10.48550/arxiv.2410.03083 · pith_short_12: GLMMTYDPAIF3 · pith_short_16: GLMMTYDPAIF3RG3J · pith_short_8: GLMMTYDP

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/GLMMTYDPAIF3RG3JBKW2SZGAS4 \
  | 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: 32d8c9e06f020bb89b690aada964c09702084aa88bf2692f3c6aa4d8318773fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "005310cdf4999c73d66ed8bcf80359751805d2d87ca52cab12913aa19108abac",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-04T02:07:17Z",
    "title_canon_sha256": "16aad6771e347c44b47333380d47c73ca00c3e46ec591788728052cc9307a9c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03083",
    "kind": "arxiv",
    "version": 1
  }
}