Pith Number

pith:G2NFR3QG

pith:2024:G2NFR3QGCKDYGQ72MTR73M3MCM

not attested not anchored not stored refs pending

Maximize Your Data's Potential: Enhancing LLM Accuracy with Two-Phase Pretraining

Bryan Catanzaro, Dan Su, Kezhi Kong, Mohammad Shoeybi, Mostofa Patwary, Shrimai Prabhumoye, Steven Feng

arxiv:2412.15285 v1 · 2024-12-18 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G2NFR3QGCKDYGQ72MTR73M3MCM}

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.

Cited by

2 papers in Pith

RegMix-D: Dynamic Data Mixing via Proxy Training Trajectories

NVIDIA Nemotron 3: Efficient and Open Intelligence

Receipt and verification

First computed	2026-07-05T09:52:20.764786Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

369a58ee0612878343fa64e3fdb36c1331bc0a9f99fbf2d7a98f4c75d4d98fd6

Aliases

arxiv: 2412.15285 · arxiv_version: 2412.15285v1 · doi: 10.48550/arxiv.2412.15285 · pith_short_12: G2NFR3QGCKDY · pith_short_16: G2NFR3QGCKDYGQ72 · pith_short_8: G2NFR3QG

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/G2NFR3QGCKDYGQ72MTR73M3MCM \
  | 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: 369a58ee0612878343fa64e3fdb36c1331bc0a9f99fbf2d7a98f4c75d4d98fd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94ca532d542ecf4c40eb09d2c0dcabb99bef9e40479653e52448d2965008f655",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-18T18:41:18Z",
    "title_canon_sha256": "b321559c408e2019c6282fafa7e98f10d555b26e29e38cee8d204b7907809a22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15285",
    "kind": "arxiv",
    "version": 1
  }
}