Pith Number

pith:2FXQUDIZ

pith:2019:2FXQUDIZ635HIW6DIL4UTFB4K7

not attested not anchored not stored refs pending

Visualizing Attention in Transformer-Based Language Representation Models

Jesse Vig

arxiv:1904.02679 v2 · 2019-04-04 · cs.HC · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2FXQUDIZ635HIW6DIL4UTFB4K7}

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

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

SSA: Improving Performance With a Better Scoring Function

Massive Activations in Large Language Models

Receipt and verification

First computed	2026-05-17T23:43:34.673352Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d16f0a0d19f6fa745bc342f949943c57e95dedfd4d45f3433cd962c9655a7556

Aliases

arxiv: 1904.02679 · arxiv_version: 1904.02679v2 · doi: 10.48550/arxiv.1904.02679 · pith_short_12: 2FXQUDIZ635H · pith_short_16: 2FXQUDIZ635HIW6D · pith_short_8: 2FXQUDIZ

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/2FXQUDIZ635HIW6DIL4UTFB4K7 \
  | 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: d16f0a0d19f6fa745bc342f949943c57e95dedfd4d45f3433cd962c9655a7556

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1798fa3bf2d1f56ccceda75b7bf8861a27da0d8f8ba305744c8761cab14e9734",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2019-04-04T17:32:49Z",
    "title_canon_sha256": "7f7350f89d2038f8d986a7fad39d429c9c2763c4b3548bbf1e3c02c89f00dbd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.02679",
    "kind": "arxiv",
    "version": 2
  }
}