Pith Number

pith:5JEOCLLR

pith:2024:5JEOCLLRWRIQHBKBTI75MAITWG

not attested not anchored not stored refs pending

Finetuning Large Language Models for Vulnerability Detection

Alexey Shestov, Anton Cheshkov, Evgeny Maslov, Pavel Zadorozhny, Ravil Mussabayev, Rodion Levichev

arxiv:2401.17010 v5 · 2024-01-30 · cs.CR · cs.AI · 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{5JEOCLLRWRIQHBKBTI75MAITWG}

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

VulKey: Automated Vulnerability Repair Guided by Domain-Specific Repair Patterns

Receipt and verification

First computed	2026-06-02T01:03:28.218676Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea48e12d71b4510385419a3fd60113b1a80a085ceb233a511403c690be73d697

Aliases

arxiv: 2401.17010 · arxiv_version: 2401.17010v5 · doi: 10.48550/arxiv.2401.17010 · pith_short_12: 5JEOCLLRWRIQ · pith_short_16: 5JEOCLLRWRIQHBKB · pith_short_8: 5JEOCLLR

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/5JEOCLLRWRIQHBKBTI75MAITWG \
  | 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: ea48e12d71b4510385419a3fd60113b1a80a085ceb233a511403c690be73d697

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "560b25d7446b4bf2bc70847a9a4872b76c7e0ef180a88e7a52ef650bfac24280",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-01-30T13:46:49Z",
    "title_canon_sha256": "d523a95a89efc74d953f14047dfe16ab3b10b00d60841367ad2c17269b5892ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.17010",
    "kind": "arxiv",
    "version": 5
  }
}