Pith Number

pith:DGN7Q33F

pith:2025:DGN7Q33F3Q3G6J33FNDSIFQSDM

not attested not anchored not stored refs pending

Scale-Distribution Decoupling: Enabling Stable and Effective Training of Large Language Models

Jian Yang, Xiaoqing Li, Xun Zhou, Ya Wang, Yutao Zeng, Zhijian Zhuo

arxiv:2502.15499 v2 · 2025-02-21 · 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{DGN7Q33F3Q3G6J33FNDSIFQSDM}

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	2026-07-05T10:19:39.829657Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

199bf86f65dc366f277b2b472416121b2c13dc6bb05fcc93d9f7752379ffc242

Aliases

arxiv: 2502.15499 · arxiv_version: 2502.15499v2 · doi: 10.48550/arxiv.2502.15499 · pith_short_12: DGN7Q33F3Q3G · pith_short_16: DGN7Q33F3Q3G6J33 · pith_short_8: DGN7Q33F

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/DGN7Q33F3Q3G6J33FNDSIFQSDM \
  | 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: 199bf86f65dc366f277b2b472416121b2c13dc6bb05fcc93d9f7752379ffc242

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a85d82398ebb5c0a26707cf83430f797fcd00c70a0bd7b4b9b3bc962bb80f92",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-21T14:49:34Z",
    "title_canon_sha256": "fb3acf45b4df9339c07f7e15c83d31051ae5b50350826badbcb666717fc8e188"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15499",
    "kind": "arxiv",
    "version": 2
  }
}