Pith Number

pith:OKVOSOKV

pith:2025:OKVOSOKVGX5XGLYXHM24HMC7AS

not attested not anchored not stored refs pending

Defects4Log: Benchmarking LLMs for Logging Code Defect Detection and Reasoning

Xin Wang, Zhenhao Li, Zishuo Ding

arxiv:2508.11305 v1 · 2025-08-15 · 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{OKVOSOKVGX5XGLYXHM24HMC7AS}

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

3 papers in Pith

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

Single-Language Evidence Is Insufficient for Automated Logging: A Multilingual Benchmark and Empirical Study with LLMs

Receipt and verification

First computed	2026-07-05T11:54:22.371757Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

72aae9395535fb732f173b35c3b05f04a8bf6c6a79bc8770ed1c81c870e6bdb1

Aliases

arxiv: 2508.11305 · arxiv_version: 2508.11305v1 · doi: 10.48550/arxiv.2508.11305 · pith_short_12: OKVOSOKVGX5X · pith_short_16: OKVOSOKVGX5XGLYX · pith_short_8: OKVOSOKV

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/OKVOSOKVGX5XGLYXHM24HMC7AS \
  | 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: 72aae9395535fb732f173b35c3b05f04a8bf6c6a79bc8770ed1c81c870e6bdb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80a5b1e1513db28f1e564390b30fe13d899a92c217b0277bb0cfb2359857570c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-08-15T08:20:09Z",
    "title_canon_sha256": "466e46f472698a3896e9dcff039a99ea8ac0a2e4265f163a1bbf059a8a563937"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.11305",
    "kind": "arxiv",
    "version": 1
  }
}