Pith Number

pith:TY65AJV7

pith:2024:TY65AJV7E7JKZAF66BBVENOWF5

not attested not anchored not stored refs pending

Data Proportion Detection for Optimized Data Management for Large Language Models

Bin Cui, Guosheng Dong, Hao Liang, Keshi Zhao, Wentao Zhang, Yajie Yang, Zenan Zhou

arxiv:2409.17527 v1 · 2024-09-26 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TY65AJV7E7JKZAF66BBVENOWF5}

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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

1 paper in Pith

Data Mixing for Large Language Models Pretraining: A Survey and Outlook

Receipt and verification

First computed	2026-07-05T09:12:11.468774Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e3dd026bf27d2ac80bef0435235d62f7e0a5fe47ebcba5a136f741b4cabcbe5

Aliases

arxiv: 2409.17527 · arxiv_version: 2409.17527v1 · doi: 10.48550/arxiv.2409.17527 · pith_short_12: TY65AJV7E7JK · pith_short_16: TY65AJV7E7JKZAF6 · pith_short_8: TY65AJV7

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/TY65AJV7E7JKZAF66BBVENOWF5 \
  | 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: 9e3dd026bf27d2ac80bef0435235d62f7e0a5fe47ebcba5a136f741b4cabcbe5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b02d3d1739818c791ec903df6e7aa1e41a141642d37211d8fb6ed0232be97db",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-26T04:30:32Z",
    "title_canon_sha256": "671c15612c46fcf369d01735febaff5c02cc3c2b94690ce297e7847c785864ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.17527",
    "kind": "arxiv",
    "version": 1
  }
}