Pith Number

pith:FKHS3LB7

pith:2025:FKHS3LB7NDZRCNSJ2TFUM6ENXM

not attested not anchored not stored refs pending

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair

Hyungon Moon, KyeongMin Kim, Miseon Yu, Woorim Han, Yeongjun Kwak, Younghan Lee, Yunheung Paek

arxiv:2512.22633 v2 · 2025-12-27 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FKHS3LB7NDZRCNSJ2TFUM6ENXM}

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

EvoRepair: Enhancing Vulnerability Repair Agents Through Experience-Based Self-Evolution

Receipt and verification

First computed	2026-07-16T01:22:32.228148Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a8f2dac3f68f3113649d4cb46788dbb3e2306bfa4a6fa1cc669fecb45fdb1db

Aliases

arxiv: 2512.22633 · arxiv_version: 2512.22633v2 · doi: 10.48550/arxiv.2512.22633 · pith_short_12: FKHS3LB7NDZR · pith_short_16: FKHS3LB7NDZRCNSJ · pith_short_8: FKHS3LB7

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/FKHS3LB7NDZRCNSJ2TFUM6ENXM \
  | 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: 2a8f2dac3f68f3113649d4cb46788dbb3e2306bfa4a6fa1cc669fecb45fdb1db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9db9e8b91ca5dce44601e4882cf68676653aa93613c1bf03a1c10f069bc32030",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-12-27T16:12:43Z",
    "title_canon_sha256": "cc5910305f4567af071a7469c5308dd3fd12529bc8852b4ebc95eaaed6c9a6e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.22633",
    "kind": "arxiv",
    "version": 2
  }
}