Pith. sign in
Pith Number

pith:P7TGSPF2

pith:2025:P7TGSPF2C35BNWI53OOGY55JAV
not attested not anchored not stored refs pending

Evaluating the Generalizability of LLMs in Automated Program Repair

Fengjie Li, Hongyu Zhang, Jiajun Jiang, Jiajun Sun

arxiv:2503.09217 v1 · 2025-03-12 · cs.SE · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{P7TGSPF2C35BNWI53OOGY55JAV}

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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 2026-07-05T10:29:51.854046Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7fe6693cba16fa16d91ddb9c6c77a9055fc49822a8adc3df0ca094c2364ee785

Aliases

arxiv: 2503.09217 · arxiv_version: 2503.09217v1 · doi: 10.48550/arxiv.2503.09217 · pith_short_12: P7TGSPF2C35B · pith_short_16: P7TGSPF2C35BNWI5 · pith_short_8: P7TGSPF2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/P7TGSPF2C35BNWI53OOGY55JAV \
  | 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: 7fe6693cba16fa16d91ddb9c6c77a9055fc49822a8adc3df0ca094c2364ee785
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0442afcbeb9a84dd7177d33ba8aa3baf9502d7eb4d144384f77ed110bc659602",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-03-12T10:03:58Z",
    "title_canon_sha256": "d62bdda647081ead65904d292bef824a4a4cb34c83e59623a0d875fb32227c73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09217",
    "kind": "arxiv",
    "version": 1
  }
}