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Pith Number

pith:RN3LZOA5

pith:2021:RN3LZOA54TS4CNIPLLU6YKGLWH
not attested not anchored not stored refs pending

Do Transformer Modifications Transfer Across Implementations and Applications?

Adam Roberts, Colin Raffel, Hyung Won Chung, Jake Marcus, Karishma Malkan, Michael Matena, Nan Ding, Noah Fiedel, Noam Shazeer, Sharan Narang, Thibault Fevry, Wei Li, William Fedus, Yanqi Zhou, Yi Tay, Zhenzhong Lan

arxiv:2102.11972 v2 · 2021-02-23 · cs.LG · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{RN3LZOA54TS4CNIPLLU6YKGLWH}

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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.

Cited by

4 papers in Pith

Receipt and verification
First computed 2026-07-05T03:13:25.401597Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8b76bcb81de4e5c1350f5ae9ec28cbb1e400ede757502a32d4303913cf402147

Aliases

arxiv: 2102.11972 · arxiv_version: 2102.11972v2 · doi: 10.48550/arxiv.2102.11972 · pith_short_12: RN3LZOA54TS4 · pith_short_16: RN3LZOA54TS4CNIP · pith_short_8: RN3LZOA5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/RN3LZOA54TS4CNIPLLU6YKGLWH \
  | 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: 8b76bcb81de4e5c1350f5ae9ec28cbb1e400ede757502a32d4303913cf402147
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "39df53dee6b79f9669a4e5bb17e8b141df414f139d29a7c6cc0077c3132b087d",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-23T22:44:54Z",
    "title_canon_sha256": "98c867cc6efa4556e6642ca76b1e4c7dd84d200d5ed952ee107d8131fcab3c87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.11972",
    "kind": "arxiv",
    "version": 2
  }
}