Pith Number

pith:LH76ZATA

pith:2024:LH76ZATAH7B7U4YCTX7ZPYL3DT

not attested not anchored not stored refs pending

FlexFL: Flexible and Effective Fault Localization with Open-Source Large Language Models

Chuyang Xu, David Lo, Gehao Zhang, Ming Liang, Xiaoxue Ren, Zhongxin Liu

arxiv:2411.10714 v2 · 2024-11-16 · cs.SE

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\usepackage{pith}
\pithnumber{LH76ZATAH7B7U4YCTX7ZPYL3DT}

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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

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

Receipt and verification

First computed	2026-07-05T10:15:47.299783Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59ffec82603fc3fa73029dff97e17b1ce33356a787298b84fb1aac51aa809a10

Aliases

arxiv: 2411.10714 · arxiv_version: 2411.10714v2 · doi: 10.48550/arxiv.2411.10714 · pith_short_12: LH76ZATAH7B7 · pith_short_16: LH76ZATAH7B7U4YC · pith_short_8: LH76ZATA

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/LH76ZATAH7B7U4YCTX7ZPYL3DT \
  | 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: 59ffec82603fc3fa73029dff97e17b1ce33356a787298b84fb1aac51aa809a10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41cd5424fe4a0e3d995b3ac1c0184606a24fed5dee9099354b703befca2b113f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-16T06:08:14Z",
    "title_canon_sha256": "95feeae28060d6a6d89f00925532a39588d7fb306a7937154e70f7350ffc5a78"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10714",
    "kind": "arxiv",
    "version": 2
  }
}