Pith Number

pith:MJNLXHGQ

pith:2024:MJNLXHGQVLLARBVBVJUDPK6JKZ

not attested not anchored not stored refs pending

Symmetric Dot-Product Attention for Efficient Training of BERT Language Models

Georg Rehm, Leonhard Hennig, Malte Ostendorff, Martin Courtois

arxiv:2406.06366 v2 · 2024-06-10 · 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{MJNLXHGQVLLARBVBVJUDPK6JKZ}

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

1 paper in Pith

Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention

Receipt and verification

First computed	2026-07-05T08:34:20.684115Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

625abb9cd0aad60886a1aa6837abc956542c40e7c989a835f6310de42fbd0de1

Aliases

arxiv: 2406.06366 · arxiv_version: 2406.06366v2 · doi: 10.48550/arxiv.2406.06366 · pith_short_12: MJNLXHGQVLLA · pith_short_16: MJNLXHGQVLLARBVB · pith_short_8: MJNLXHGQ

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/MJNLXHGQVLLARBVBVJUDPK6JKZ \
  | 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: 625abb9cd0aad60886a1aa6837abc956542c40e7c989a835f6310de42fbd0de1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "26aafddd343f22263f082a2c112e175f62beaa6b1e0ae8a8d520c8a14b648547",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-10T15:24:15Z",
    "title_canon_sha256": "f4e6ba17305e3232cc54e18b02a5bcb70dc90e0a9a29a79be3a1a105250916ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.06366",
    "kind": "arxiv",
    "version": 2
  }
}