Pith. sign in
Pith Number

pith:PHWZ5FL6

pith:2023:PHWZ5FL66ILNLWVYPSNXCXME62
not attested not anchored not stored refs pending

Multi-Path Transformer is Better: A Case Study on Neural Machine Translation

Anxiang Ma, Jingbo Zhu, Shuhan Zhou, Tong Xiao, Yanyang Li, Ye Lin

arxiv:2305.05948 v1 · 2023-05-10 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{PHWZ5FL66ILNLWVYPSNXCXME62}

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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 2026-07-05T06:08:58.045394Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

79ed9e957ef216d5dab87c9b715d84f687d3c959e3f57c81efc637f2ec06e3cf

Aliases

arxiv: 2305.05948 · arxiv_version: 2305.05948v1 · doi: 10.48550/arxiv.2305.05948 · pith_short_12: PHWZ5FL66ILN · pith_short_16: PHWZ5FL66ILNLWVY · pith_short_8: PHWZ5FL6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PHWZ5FL66ILNLWVYPSNXCXME62 \
  | 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: 79ed9e957ef216d5dab87c9b715d84f687d3c959e3f57c81efc637f2ec06e3cf
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5dc6594b859040685c6cace434e4fb740ad68be94a41a930fcbeacb61eac98e2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-10T07:39:57Z",
    "title_canon_sha256": "e59e540d4994353208c3bb1f1c4f6d827e5747fca8e991450e1c0e5455b08c02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.05948",
    "kind": "arxiv",
    "version": 1
  }
}