Pith Number

pith:PRXDJNUH

pith:2025:PRXDJNUHHVECHCGTL4WB6HDO7U

not attested not anchored not stored refs pending

Adapting Large Language Models for Parameter-Efficient Log Anomaly Detection

Guansong Pang, Jiawen Zhu, Ying Fu Lim

arxiv:2503.08045 v1 · 2025-03-11 · 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{PRXDJNUHHVECHCGTL4WB6HDO7U}

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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

3 papers in Pith

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

Fine-Tuning Small Language Models for Solution-Oriented Windows Event Log Analysis

Receipt and verification

First computed	2026-07-05T10:28:50.037112Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c6e34b6873d482388d35f2c1f1c6efd0f487af8a5e5b98925aef1b2f48f1f1d

Aliases

arxiv: 2503.08045 · arxiv_version: 2503.08045v1 · doi: 10.48550/arxiv.2503.08045 · pith_short_12: PRXDJNUHHVEC · pith_short_16: PRXDJNUHHVECHCGT · pith_short_8: PRXDJNUH

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/PRXDJNUHHVECHCGTL4WB6HDO7U \
  | 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: 7c6e34b6873d482388d35f2c1f1c6efd0f487af8a5e5b98925aef1b2f48f1f1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "300143611493624c06c67faaddaf2660d69ca4a9e89a3e879af39f637d8f2924",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-11T05:00:19Z",
    "title_canon_sha256": "845cbda66d97df097e77fc5bafbf1a7e86fe970245b15d168b4fced0f4c56a9f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.08045",
    "kind": "arxiv",
    "version": 1
  }
}