Pith Number

pith:DVLKKOYY

pith:2019:DVLKKOYY5CHTK2UHVFYGB7Y4HS

not attested not anchored not stored refs pending

Transformers without Tears: Improving the Normalization of Self-Attention

Julian Salazar, Toan Q. Nguyen

arxiv:1910.05895 v2 · 2019-10-14 · cs.CL · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DVLKKOYY5CHTK2UHVFYGB7Y4HS}

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

4 papers in Pith

GPT-NeoX-20B: An Open-Source Autoregressive Language Model

Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, A Large-Scale Generative Language Model

A Comprehensive Overview of Large Language Models

Long-Term Embeddings for Balanced Personalization

Receipt and verification

First computed	2026-07-05T00:28:54.970447Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d56a53b18e88f356a87a97060ff1c3c948141424dee64e71711909e7e606357

Aliases

arxiv: 1910.05895 · arxiv_version: 1910.05895v2 · doi: 10.48550/arxiv.1910.05895 · pith_short_12: DVLKKOYY5CHT · pith_short_16: DVLKKOYY5CHTK2UH · pith_short_8: DVLKKOYY

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/DVLKKOYY5CHTK2UHVFYGB7Y4HS \
  | 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: 1d56a53b18e88f356a87a97060ff1c3c948141424dee64e71711909e7e606357

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf11f382462d522b30e508bb383901f3cba67dad4e11777c0cc1fbc79a69b42c",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-10-14T02:23:43Z",
    "title_canon_sha256": "6e5afb961bdd5450368913676a91af293da3cba1e83d8038eadbb3dd626eb7de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.05895",
    "kind": "arxiv",
    "version": 2
  }
}