Pith Number

pith:INEYQLSG

pith:2021:INEYQLSGBA2GKU6GZGI5EPGAM4

not attested not anchored not stored refs pending

Hierarchical Transformers Are More Efficient Language Models

Christian Szegedy, Henryk Michalewski, {\L}ukasz Kaiser, Micha{\l} Tyrolski, Piotr Nawrot, Szymon Tworkowski, Yuhuai Wu

arxiv:2110.13711 v2 · 2021-10-26 · cs.LG · 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{INEYQLSGBA2GKU6GZGI5EPGAM4}

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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

1 paper in Pith

KRONE: Scalable LLM-Augmented Log Anomaly Detection via Hierarchical Abstraction

Receipt and verification

First computed	2026-07-05T04:15:11.343902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4349882e4608346553c6c991d23cc0670f2c67ac745dcccc2ecb56947d8e654e

Aliases

arxiv: 2110.13711 · arxiv_version: 2110.13711v2 · doi: 10.48550/arxiv.2110.13711 · pith_short_12: INEYQLSGBA2G · pith_short_16: INEYQLSGBA2GKU6G · pith_short_8: INEYQLSG

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/INEYQLSGBA2GKU6GZGI5EPGAM4 \
  | 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: 4349882e4608346553c6c991d23cc0670f2c67ac745dcccc2ecb56947d8e654e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9253b693cd0e79cdbd4dbff206d368cd7a1c53fdb07ef1c595687c5bd9c7ac92",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-26T14:00:49Z",
    "title_canon_sha256": "c97cb31d2ff198fcec054e24aa3917ec2dc26af86a7be9759ea79b86c801c8df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.13711",
    "kind": "arxiv",
    "version": 2
  }
}