pith. sign in
Pith Number

pith:YEHDVXKH

pith:2022:YEHDVXKHMCLSFGMKD7RESEG2FW
not attested not anchored not stored refs pending

Understanding and Improving Sequence-to-Sequence Pretraining for Neural Machine Translation

Michael Lyu, Shuming Shi, Wenxiang Jiao, Wenxuan Wang, Xing Wang, Yongchang Hao, Zhaopeng Tu

arxiv:2203.08442 v1 · 2022-03-16 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YEHDVXKHMCLSFGMKD7RESEG2FW}

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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 2026-07-05T04:05:44.694706Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c10e3add47609722998a1fe24910da2d99f827665dad6e8d9bedf628f20fa60f

Aliases

arxiv: 2203.08442 · arxiv_version: 2203.08442v1 · doi: 10.48550/arxiv.2203.08442 · pith_short_12: YEHDVXKHMCLS · pith_short_16: YEHDVXKHMCLSFGMK · pith_short_8: YEHDVXKH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YEHDVXKHMCLSFGMKD7RESEG2FW \
  | 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: c10e3add47609722998a1fe24910da2d99f827665dad6e8d9bedf628f20fa60f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "28507a0d0370aa188d3b7f159916460b3f83489f27e83acc639cdd26e3e3b533",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-16T07:36:28Z",
    "title_canon_sha256": "2682bfe4c07e4c856513236095621b00ef3a9db6679d1a79593fbc6ccef17f7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.08442",
    "kind": "arxiv",
    "version": 1
  }
}