Pith Number

pith:GMC2WFAC

pith:2021:GMC2WFACGIF4AC4J7BJSWNF5CD

not attested not anchored not stored refs pending

Easy and Efficient Transformer : Scalable Inference Solution For large NLP model

Bai Liu, Changjie Fan, Duan Wang, Gongzheng Li, Jingzhen Ding, Xiaoxi Mao, Yadong Xi, Zeng Zhao

arxiv:2104.12470 v5 · 2021-04-26 · 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{GMC2WFACGIF4AC4J7BJSWNF5CD}

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	2026-07-05T04:25:41.591705Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3305ab1402320bc00b89f8532b34bd10e8895bdaf041840a8361208b95735882

Aliases

arxiv: 2104.12470 · arxiv_version: 2104.12470v5 · doi: 10.48550/arxiv.2104.12470 · pith_short_12: GMC2WFACGIF4 · pith_short_16: GMC2WFACGIF4AC4J · pith_short_8: GMC2WFAC

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/GMC2WFACGIF4AC4J7BJSWNF5CD \
  | 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: 3305ab1402320bc00b89f8532b34bd10e8895bdaf041840a8361208b95735882

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d12aa4987fedfa6ba3bbef57f2fa17e95971fce070acdec46343c40658697b0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-04-26T11:00:56Z",
    "title_canon_sha256": "df9ce720ff15e1aab3d62b0b4b113ab41f3937b3bbf3a1e8eb81036d69d95505"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.12470",
    "kind": "arxiv",
    "version": 5
  }
}