Pith Number

pith:PSO2OJVC

pith:2022:PSO2OJVCZCLW67GU3D3NIWSSIG

not attested not anchored not stored refs pending

Modern Distributed Data-Parallel Large-Scale Pre-training Strategies For NLP models

Hao Bai

arxiv:2206.06356 v1 · 2022-06-13 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PSO2OJVCZCLW67GU3D3NIWSSIG}

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

Bi-semantic Chemical Embedder for Joint Representation Learning of SMILES and Natural Language

Receipt and verification

First computed	2026-07-05T04:31:18.315946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c9da726a2c8976f7cd4d8f6d45a52419430bd620fcdda25455d6996f9a75f16

Aliases

arxiv: 2206.06356 · arxiv_version: 2206.06356v1 · doi: 10.48550/arxiv.2206.06356 · pith_short_12: PSO2OJVCZCLW · pith_short_16: PSO2OJVCZCLW67GU · pith_short_8: PSO2OJVC

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/PSO2OJVCZCLW67GU3D3NIWSSIG \
  | 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: 7c9da726a2c8976f7cd4d8f6d45a52419430bd620fcdda25455d6996f9a75f16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "217e22e5a7952e223cc10ecd409cff4bad261d8834558fdc66dad3965061c131",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2022-06-13T17:52:38Z",
    "title_canon_sha256": "1fc483b787cc3a48c58a2b9303e6535af2fcdc0902d7e0bb421a5d193806f0b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.06356",
    "kind": "arxiv",
    "version": 1
  }
}