Pith Number

pith:L7YQENBF

pith:2021:L7YQENBFPDZNVJUXHJJM2KC6XD

not attested not anchored not stored refs pending

Robust and Transferable Anomaly Detection in Log Data using Pre-Trained Language Models

Alexander Acker, Harold Ott, Jasmin Bogatinovski, Odej Kao, Sasho Nedelkoski

arxiv:2102.11570 v1 · 2021-02-23 · cs.AI · cs.CL · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L7YQENBFPDZNVJUXHJJM2KC6XD}

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

2 papers in Pith

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis

Receipt and verification

First computed	2026-07-05T02:17:52.291893Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ff102342578f2daa6973a52cd285eb8f088dd6bf667ed8b837329c8b56529ea

Aliases

arxiv: 2102.11570 · arxiv_version: 2102.11570v1 · doi: 10.48550/arxiv.2102.11570 · pith_short_12: L7YQENBFPDZN · pith_short_16: L7YQENBFPDZNVJUX · pith_short_8: L7YQENBF

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/L7YQENBFPDZNVJUXHJJM2KC6XD \
  | 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: 5ff102342578f2daa6973a52cd285eb8f088dd6bf667ed8b837329c8b56529ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "941f03676f4e6fb84c0c29a9fc8735569b4a4ff5c4c18d0711c7d79afdd54467",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-02-23T09:17:05Z",
    "title_canon_sha256": "da71e14d0baefa1ea435ffb7ddda8ffbbb14eae80999601ee6bb19156e465121"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.11570",
    "kind": "arxiv",
    "version": 1
  }
}