Pith Number

pith:6OSDXP2T

pith:2022:6OSDXP2TIH6X5PMBFTUZPZKYZ2

not attested not anchored not stored refs pending

Staged Training for Transformer Language Models

Iz Beltagy, Jesse Dodge, Kurt Keutzer, Matthew Peters, Pete Walsh, Sheng Shen

arxiv:2203.06211 v1 · 2022-03-11 · 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{6OSDXP2TIH6X5PMBFTUZPZKYZ2}

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	2026-07-05T04:04:48.268146Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f3a43bbf5341fd7ebd812ce997e558ce9a65f2bc106839832d876d37c5e27ad2

Aliases

arxiv: 2203.06211 · arxiv_version: 2203.06211v1 · doi: 10.48550/arxiv.2203.06211 · pith_short_12: 6OSDXP2TIH6X · pith_short_16: 6OSDXP2TIH6X5PMB · pith_short_8: 6OSDXP2T

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/6OSDXP2TIH6X5PMBFTUZPZKYZ2 \
  | 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: f3a43bbf5341fd7ebd812ce997e558ce9a65f2bc106839832d876d37c5e27ad2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d1a4338783bf8913c8e5dbd6fc12f3622f3e3e47c3ba3d56ab109d2185cc2eb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-11T19:05:42Z",
    "title_canon_sha256": "7ca3fb05b8ff4a694f4e91f018768a62ca26a23dbc6ff53396a5e5f1a7fea4bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.06211",
    "kind": "arxiv",
    "version": 1
  }
}