Pith Number

pith:DULOFREY

pith:2025:DULOFREYPFO44TDFLY52JPOARO

not attested not anchored not stored refs pending

IDEAL: Data Equilibrium Adaptation for Multi-Capability Language Model Alignment

Chendi Qu, Chenlin Ming, Conghui He, Lijun Wu, Mengzhang Cai, Qizhi Pei, Xiaoming Duan, Yu Li, Zhuoshi Pan

arxiv:2505.12762 v1 · 2025-05-19 · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DULOFREYPFO44TDFLY52JPOARO}

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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	2026-07-05T11:05:09.244790Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d16e2c498795dce4c655e3ba4bdc08b99fe2b96d006e41e902228423faa8ef2

Aliases

arxiv: 2505.12762 · arxiv_version: 2505.12762v1 · doi: 10.48550/arxiv.2505.12762 · pith_short_12: DULOFREYPFO4 · pith_short_16: DULOFREYPFO44TDF · pith_short_8: DULOFREY

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/DULOFREYPFO44TDFLY52JPOARO \
  | 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: 1d16e2c498795dce4c655e3ba4bdc08b99fe2b96d006e41e902228423faa8ef2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d61ab34ab611998f08dc85c75f708e510cdc8cb1138cc7b4ea758aa19445edc5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-19T06:42:44Z",
    "title_canon_sha256": "bbf753163c89873b2fd789db60e9898950602468bf078c073694a06256c38856"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12762",
    "kind": "arxiv",
    "version": 1
  }
}