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Pith Number

pith:GFBY5ZD7

pith:2024:GFBY5ZD7OZHSY2BAAR7WBWJHRQ
not attested not anchored not stored refs pending

Fix the Tests: Augmenting LLMs to Repair Test Cases with Static Collector and Neural Reranker

Jian Zhang, Jiwei Yan, Jun Liu, Jun Yan, Yuanyuan Xie

arxiv:2407.03625 v2 · 2024-07-04 · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GFBY5ZD7OZHSY2BAAR7WBWJHRQ}

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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.
Receipt and verification
First computed 2026-07-05T09:31:05.132782Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

31438ee47f764f2c6820047f60d9278c24bddc10eb3ca906766ec87faa25fb46

Aliases

arxiv: 2407.03625 · arxiv_version: 2407.03625v2 · doi: 10.48550/arxiv.2407.03625 · pith_short_12: GFBY5ZD7OZHS · pith_short_16: GFBY5ZD7OZHSY2BA · pith_short_8: GFBY5ZD7
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GFBY5ZD7OZHSY2BAAR7WBWJHRQ \
  | 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: 31438ee47f764f2c6820047f60d9278c24bddc10eb3ca906766ec87faa25fb46
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "22d25e47060f9a5fe23727a7dde0d139df2c6a950612dda24266d8b2f3448f87",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-04T04:24:43Z",
    "title_canon_sha256": "267b544e54ef508025899f92b953d3b0c99e3065acf35a9f25445dc186344489"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.03625",
    "kind": "arxiv",
    "version": 2
  }
}