Pith Number

pith:NPZSSHYU

pith:2022:NPZSSHYUW6PBKGIKQVZOSZNOOX

not attested not anchored not stored refs pending

Data Scaling Laws in NMT: The Effect of Noise and Architecture

Ankush Garg, Behnam Neyshabur, Behrooz Ghorbani, Biao Zhang, Colin Cherry, Maxim Krikun, Orhan Firat, Yamini Bansal

arxiv:2202.01994 v1 · 2022-02-04 · cs.LG · 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{NPZSSHYUW6PBKGIKQVZOSZNOOX}

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

Scaling Pre-training to One Hundred Billion Data for Vision Language Models

Receipt and verification

First computed	2026-07-05T03:54:07.853960Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bf3291f14b79e15190a8572e965ae75c33a7cf29cf00acc5a5820e81d4f7d35

Aliases

arxiv: 2202.01994 · arxiv_version: 2202.01994v1 · doi: 10.48550/arxiv.2202.01994 · pith_short_12: NPZSSHYUW6PB · pith_short_16: NPZSSHYUW6PBKGIK · pith_short_8: NPZSSHYU

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/NPZSSHYUW6PBKGIKQVZOSZNOOX \
  | 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: 6bf3291f14b79e15190a8572e965ae75c33a7cf29cf00acc5a5820e81d4f7d35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ca3c26ba11c04a15453a4071109437e31239dcf7ffe7d7b86feb1b8238ebe32",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-04T06:53:49Z",
    "title_canon_sha256": "2a8ac3f328e967083e12b88d0cc007252740bac1fc44656318b8a22d822e212c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.01994",
    "kind": "arxiv",
    "version": 1
  }
}