Pith Number

pith:UIAQIC5P

pith:2021:UIAQIC5PA5LENKUNM6Y3CK3Y6P

not attested not anchored not stored refs pending

Incorporating Residual and Normalization Layers into Analysis of Masked Language Models

Goro Kobayashi, Kentaro Inui, Sho Yokoi, Tatsuki Kuribayashi

arxiv:2109.07152 v1 · 2021-09-15 · cs.CL

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\usepackage{pith}
\pithnumber{UIAQIC5PA5LENKUNM6Y3CK3Y6P}

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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

2 papers in Pith

Contribution Weights: A Geometrical Analysis of Self-Attention Transformers

Receipt and verification

First computed	2026-07-05T03:14:39.228551Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a201040baf075646aa8d67b1b12b78f3f60eaacad571ef770fe22a7b969dfc53

Aliases

arxiv: 2109.07152 · arxiv_version: 2109.07152v1 · doi: 10.48550/arxiv.2109.07152 · pith_short_12: UIAQIC5PA5LE · pith_short_16: UIAQIC5PA5LENKUN · pith_short_8: UIAQIC5P

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/UIAQIC5PA5LENKUNM6Y3CK3Y6P \
  | 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: a201040baf075646aa8d67b1b12b78f3f60eaacad571ef770fe22a7b969dfc53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb38dc4f01d4d175c564718275c58a4916e0e97f4574fbb52865e78e27c44862",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-09-15T08:32:20Z",
    "title_canon_sha256": "88b3512dddd4125388def88622edb719900936526205bd0798170f907375780d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.07152",
    "kind": "arxiv",
    "version": 1
  }
}