Pith Number

pith:5LQ4XOHQ

pith:2023:5LQ4XOHQLUXTP6LEBNXCNYU633

not attested not anchored not stored refs pending

Efficient Language Model Training through Cross-Lingual and Progressive Transfer Learning

Georg Rehm, Malte Ostendorff

arxiv:2301.09626 v1 · 2023-01-23 · 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{5LQ4XOHQLUXTP6LEBNXCNYU633}

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

1 paper in Pith

Training LLMs on HPC Systems: Best Practices from the OpenGPT-X Project

Receipt and verification

First computed	2026-07-05T05:35:02.609431Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eae1cbb8f05d2f37f9640b6e26e29edeea31758f391a7228f49166b4dcf197f2

Aliases

arxiv: 2301.09626 · arxiv_version: 2301.09626v1 · doi: 10.48550/arxiv.2301.09626 · pith_short_12: 5LQ4XOHQLUXT · pith_short_16: 5LQ4XOHQLUXTP6LE · pith_short_8: 5LQ4XOHQ

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/5LQ4XOHQLUXTP6LEBNXCNYU633 \
  | 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: eae1cbb8f05d2f37f9640b6e26e29edeea31758f391a7228f49166b4dcf197f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12dc8a38a9bf0640a6f769fe17de82d0b23141f79c1fd0dd384a01402c2a9d18",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-01-23T18:56:12Z",
    "title_canon_sha256": "41eea3c5fe4efc8131b69f9a17d9041cedf7a8714bc0ff8c24e0176ade7742c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.09626",
    "kind": "arxiv",
    "version": 1
  }
}