Pith Number

pith:NMDLW3AZ

pith:2025:NMDLW3AZAFCTJAXM4EXPLCQ33G

not attested not anchored not stored refs pending

A Multi-Dataset Evaluation of Models for Automated Vulnerability Repair

Aayush Garg, Qiang Tang, Zanis Ali Khan

arxiv:2506.04987 v1 · 2025-06-05 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NMDLW3AZAFCTJAXM4EXPLCQ33G}

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.

Receipt and verification

First computed	2026-07-05T11:16:40.249530Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b06bb6c1901453482ece12ef58a1bd98b086bcf14ca2c5ae88955d1fe0f27c7

Aliases

arxiv: 2506.04987 · arxiv_version: 2506.04987v1 · doi: 10.48550/arxiv.2506.04987 · pith_short_12: NMDLW3AZAFCT · pith_short_16: NMDLW3AZAFCTJAXM · pith_short_8: NMDLW3AZ

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/NMDLW3AZAFCTJAXM4EXPLCQ33G \
  | 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: 6b06bb6c1901453482ece12ef58a1bd98b086bcf14ca2c5ae88955d1fe0f27c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "214580aecb06eabfdb6f274a265ff6b01c739322ccc4d99e80d4b177107ba1a3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-06-05T13:00:19Z",
    "title_canon_sha256": "66ab7c2c55e9317b90acba113b87253ab1202db8599f028ed3f9fbf11d5ce52e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.04987",
    "kind": "arxiv",
    "version": 1
  }
}