Pith Number

pith:JJLP7OOX

pith:2023:JJLP7OOXHBV2DUUWID6LMRYEMF

not attested not anchored not stored refs pending

Exploring the Effectiveness of LLMs in Automated Logging Generation: An Empirical Study

Lionel Briand, Michael R. Lyu, Pinjia He, Renyi Zhong, Yichen Li, Yintong Huo, Yuxin Su, Zhihan Jiang

arxiv:2307.05950 v2 · 2023-07-12 · 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{JJLP7OOXHBV2DUUWID6LMRYEMF}

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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

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud

Receipt and verification

First computed	2026-07-05T08:02:44.921374Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a56ffb9d7386ba1d29640fcb6470461449a07b7f88f9423f8a113f0c14be092

Aliases

arxiv: 2307.05950 · arxiv_version: 2307.05950v2 · doi: 10.48550/arxiv.2307.05950 · pith_short_12: JJLP7OOXHBV2 · pith_short_16: JJLP7OOXHBV2DUUW · pith_short_8: JJLP7OOX

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/JJLP7OOXHBV2DUUWID6LMRYEMF \
  | 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: 4a56ffb9d7386ba1d29640fcb6470461449a07b7f88f9423f8a113f0c14be092

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "202cd0f42055a5c47e1dde77b95d633aa7dd3cd1f9271c83bcf91027c15db698",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-07-12T06:32:51Z",
    "title_canon_sha256": "fb1475ef940ee76afb432fa39f288d6c1dff1c2ebf92d846604987996d209ae4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.05950",
    "kind": "arxiv",
    "version": 2
  }
}