Pith Number

pith:WJXXGTNE

pith:2025:WJXXGTNE4XIDKG35ND3XPBIIZP

not attested not anchored not stored refs pending

The Impact of Fine-tuning Large Language Models on Automated Program Repair

Anastasiia Grishina, Leon Moonen, Max Hort, Roman Mach\'a\v{c}ek

arxiv:2507.19909 v1 · 2025-07-26 · cs.SE · cs.AI · cs.CL · 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{WJXXGTNE4XIDKG35ND3XPBIIZP}

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

2 papers in Pith

BLAgent: Agentic RAG for File-Level Bug Localization

Receipt and verification

First computed	2026-07-05T11:43:44.768534Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b26f734da4e5d0351b7d68f7778508cbeaff54c67c10d9d870d625aea6a6d374

Aliases

arxiv: 2507.19909 · arxiv_version: 2507.19909v1 · doi: 10.48550/arxiv.2507.19909 · pith_short_12: WJXXGTNE4XID · pith_short_16: WJXXGTNE4XIDKG35 · pith_short_8: WJXXGTNE

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/WJXXGTNE4XIDKG35ND3XPBIIZP \
  | 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: b26f734da4e5d0351b7d68f7778508cbeaff54c67c10d9d870d625aea6a6d374

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f610312a37a5a4116e122eec2a2d8162e96d10eb172e82e88644b6467d02f260",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-07-26T10:42:08Z",
    "title_canon_sha256": "23f192741e66eb685494c54ff1fd9f3a4ec23d5bf4020e0ebee71469b9f36da6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.19909",
    "kind": "arxiv",
    "version": 1
  }
}