Pith Number

pith:FCEGVURF

pith:2025:FCEGVURFA7TRXPK3O5NUNMNWNF

not attested not anchored not stored refs pending

Large Language Models for In-File Vulnerability Localization Can Be "Lost in the End"

Adam Bauer, Alberto Bacchelli, Francesco Sovrano

arxiv:2502.06898 v1 · 2025-02-09 · 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{FCEGVURFA7TRXPK3O5NUNMNWNF}

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	2026-07-05T10:12:30.008372Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28886ad22507e71bbd5b775b46b1b6695bc4df26ae9432eb3c9d1d550ba37c7a

Aliases

arxiv: 2502.06898 · arxiv_version: 2502.06898v1 · doi: 10.48550/arxiv.2502.06898 · pith_short_12: FCEGVURFA7TR · pith_short_16: FCEGVURFA7TRXPK3 · pith_short_8: FCEGVURF

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/FCEGVURFA7TRXPK3O5NUNMNWNF \
  | 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: 28886ad22507e71bbd5b775b46b1b6695bc4df26ae9432eb3c9d1d550ba37c7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b248e0ed0d9eea38ff73d4c3d508aabe79864e362e7db38734ce3234521dd1d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-09T14:51:15Z",
    "title_canon_sha256": "a45ccb43783d3aebd8b5f506f4ef89f2c90f3900d723f643a90b8649ed3f6f6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06898",
    "kind": "arxiv",
    "version": 1
  }
}