Pith Number

pith:5DATB7CF

pith:2019:5DATB7CFO4QZ2PVLEMAM2EOYLQ

not attested not anchored not stored refs pending

A Multiscale Visualization of Attention in the Transformer Model

Jesse Vig

arxiv:1906.05714 v1 · 2019-06-12 · cs.HC · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5DATB7CFO4QZ2PVLEMAM2EOYLQ}

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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

7 papers in Pith

Realistic Channel Models Pre-training

DA-Cramming: Enhancing Cost-Effective Language Model Pretraining with Dependency Agreement Integration

Trustworthiness in Retrieval-Augmented Generation Systems: A Survey

Explainable AI: Context-Aware Layer-Wise Integrated Gradients for Explaining Transformer Models

Rethinking Attention with Performers

Receipt and verification

First computed	2026-05-17T23:43:24.516437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e8c130fc4577219d3eab2300cd11d85c2cb7dcc722f7ff5be3c58b526ef1fdac

Aliases

arxiv: 1906.05714 · arxiv_version: 1906.05714v1 · doi: 10.48550/arxiv.1906.05714 · pith_short_12: 5DATB7CFO4QZ · pith_short_16: 5DATB7CFO4QZ2PVL · pith_short_8: 5DATB7CF

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/5DATB7CFO4QZ2PVLEMAM2EOYLQ \
  | 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: e8c130fc4577219d3eab2300cd11d85c2cb7dcc722f7ff5be3c58b526ef1fdac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00c449ce7c9121e4a95a1dc1e12d6f7e94a4fab63e422e1a76a6c8d4687f8bb4",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2019-06-12T15:45:26Z",
    "title_canon_sha256": "33aa4d7d08e6613f33542bdff3aafd68e244ab41bda7c88546eac7368d267d64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.05714",
    "kind": "arxiv",
    "version": 1
  }
}