Pith Number

pith:HTOYGQ5V

pith:2020:HTOYGQ5VIEO3UKMLT35OPYROKL

not attested not anchored not stored refs pending

Attention is Not Only a Weight: Analyzing Transformers with Vector Norms

Goro Kobayashi, Kentaro Inui, Sho Yokoi, Tatsuki Kuribayashi

arxiv:2004.10102 v2 · 2020-04-21 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HTOYGQ5VIEO3UKMLT35OPYROKL}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Contribution Weights: A Geometrical Analysis of Self-Attention Transformers

Stable Attention Response for Reliable Precipitation Nowcasting

Hessian-Enhanced Token Attribution (HETA): Interpreting Autoregressive LLMs

Receipt and verification

First computed	2026-07-05T01:40:26.818867Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3cdd8343b5411dba298b9efae7e22e52d1eb32bccfe9225670c61cf0aff5be85

Aliases

arxiv: 2004.10102 · arxiv_version: 2004.10102v2 · doi: 10.48550/arxiv.2004.10102 · pith_short_12: HTOYGQ5VIEO3 · pith_short_16: HTOYGQ5VIEO3UKML · pith_short_8: HTOYGQ5V

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/HTOYGQ5VIEO3UKMLT35OPYROKL \
  | 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: 3cdd8343b5411dba298b9efae7e22e52d1eb32bccfe9225670c61cf0aff5be85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9623ddf063fada2348f06728778e4d3ee4ef77b7f496c3a73f96ebc892dce0b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-04-21T15:22:27Z",
    "title_canon_sha256": "cbbdb3f9a96188cc7d2a9a856498960995e5add7a7fd9f692790e8be2987c811"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2004.10102",
    "kind": "arxiv",
    "version": 2
  }
}