Pith Number

pith:6RO6N3ZN

pith:2022:6RO6N3ZNCBQ2SH6P72TQ7VCXVB

not attested not anchored not stored refs pending

Transformer-Based Language Models for Software Vulnerability Detection

Chandra Thapa, Josef Pieprzyk, Muhammad Ejaz Ahmed, Seung Ick Jang, Seyit Camtepe, Surya Nepal

arxiv:2204.03214 v2 · 2022-04-07 · 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{6RO6N3ZNCBQ2SH6P72TQ7VCXVB}

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	2026-07-05T04:54:55.579386Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f45de6ef2d1061a91fcffea70fd457a8595bcde471000efc1b85c80585cf2f19

Aliases

arxiv: 2204.03214 · arxiv_version: 2204.03214v2 · doi: 10.48550/arxiv.2204.03214 · pith_short_12: 6RO6N3ZNCBQ2 · pith_short_16: 6RO6N3ZNCBQ2SH6P · pith_short_8: 6RO6N3ZN

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/6RO6N3ZNCBQ2SH6P72TQ7VCXVB \
  | 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: f45de6ef2d1061a91fcffea70fd457a8595bcde471000efc1b85c80585cf2f19

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70974c46ed0e8db3aa19c0f3a4e25e3e7708c05aa2e361745406a67cb8ea3a8c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-04-07T04:57:42Z",
    "title_canon_sha256": "8a4ec6adc43e14ce96dd342948acbaa820900b9901bdc9d2c9dfb38dfa85d656"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.03214",
    "kind": "arxiv",
    "version": 2
  }
}