Pith. sign in
Pith Number

pith:5FZVNB5Z

pith:2022:5FZVNB5ZXFCNPBLK33NLGNN4JT
not attested not anchored not stored refs pending

Learning Confidence for Transformer-based Neural Machine Translation

Jiajun Zhang, Jiali Zeng, Mu Li, Shuangzhi Wu, Yu Lu

arxiv:2203.11413 v1 · 2022-03-22 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5FZVNB5ZXFCNPBLK33NLGNN4JT}

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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 2026-07-05T04:07:11.932988Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e9735687b9b944d7856adedab335bc4cd60625ae613c20484ae6d6d9d094bd48

Aliases

arxiv: 2203.11413 · arxiv_version: 2203.11413v1 · doi: 10.48550/arxiv.2203.11413 · pith_short_12: 5FZVNB5ZXFCN · pith_short_16: 5FZVNB5ZXFCNPBLK · pith_short_8: 5FZVNB5Z
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5FZVNB5ZXFCNPBLK33NLGNN4JT \
  | 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: e9735687b9b944d7856adedab335bc4cd60625ae613c20484ae6d6d9d094bd48
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8db4bd0058a070927da710264946952695457657f2675165cd72c91d746ae0bf",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-22T01:51:58Z",
    "title_canon_sha256": "00a9e6ca16d1b45949a188a7e8307d251c83ccc23a2b9de546a6d976c5aae591"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.11413",
    "kind": "arxiv",
    "version": 1
  }
}