Pith Number

pith:JY3PWM45

pith:2025:JY3PWM45RG3LQPVE4JCKNU7LHD

not attested not anchored not stored refs pending

Large Language Models for Fault Localization: An Empirical Study

Anquan Jie, Boyang Yang, Hongwei Li, Jianjun Huang, Rongqun Hu, Weiwei Gong, Yingjian Xiao

arxiv:2510.20521 v2 · 2025-10-23 · 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{JY3PWM45RG3LQPVE4JCKNU7LHD}

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.

Receipt and verification

First computed	2026-07-30T01:19:14.671923Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

4e36fb339d89b6b83ea4e244a6d3eb38deb0e484bc807e3d8992d21462dd736a

Aliases

arxiv: 2510.20521 · arxiv_version: 2510.20521v2 · doi: 10.48550/arxiv.2510.20521 · pith_short_12: JY3PWM45RG3L · pith_short_16: JY3PWM45RG3LQPVE · pith_short_8: JY3PWM45

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/JY3PWM45RG3LQPVE4JCKNU7LHD \
  | 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: 4e36fb339d89b6b83ea4e244a6d3eb38deb0e484bc807e3d8992d21462dd736a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ea245bffc9bbc862952f230cdc6c7a91d88da3e273b48ad691f52338df265ab",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-10-23T13:04:22Z",
    "title_canon_sha256": "64ef35e9722f055df031ebbfe48a9e998e633a34ebc869486001c64fe352ffd6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.20521",
    "kind": "arxiv",
    "version": 2
  }
}