Pith Number

pith:OVE4ZUNK

pith:2025:OVE4ZUNK7KWFRS3LSNRFQ4GOK6

not attested not anchored not stored refs pending

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces

Bartosz Bogacz, Michael Felderer, Moritz Mueller, Neetha Jambigi, Thomas Bach

arxiv:2501.18005 v3 · 2025-01-29 · cs.SE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OVE4ZUNK7KWFRS3LSNRFQ4GOK6}

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

1 paper in Pith

Efficient Black-Box Fault Localization for System-Level Test Code Using Large Language Models

Receipt and verification

First computed	2026-07-05T10:12:25.971492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7549ccd1aafaac58cb6b93625870ce5780a3185ad9c7e0d0158f9b29a7347f90

Aliases

arxiv: 2501.18005 · arxiv_version: 2501.18005v3 · doi: 10.48550/arxiv.2501.18005 · pith_short_12: OVE4ZUNK7KWF · pith_short_16: OVE4ZUNK7KWFRS3L · pith_short_8: OVE4ZUNK

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/OVE4ZUNK7KWFRS3LSNRFQ4GOK6 \
  | 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: 7549ccd1aafaac58cb6b93625870ce5780a3185ad9c7e0d0158f9b29a7347f90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50a7a38bd35c3f37c5c16294661e93eab4cc2ea82c882c1a093ae23528edd304",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-01-29T21:40:32Z",
    "title_canon_sha256": "8c5bc003fc4e8313190b9c7675c910d662036b31a4b5e9ace5ed01ea091a878e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.18005",
    "kind": "arxiv",
    "version": 3
  }
}