Pith Number

pith:SLFAEP5W

pith:2024:SLFAEP5WHROX4MPL4HZFZZC7QL

not attested not anchored not stored refs pending

Vulnerability Detection with Code Language Models: How Far Are We?

Baishakhi Ray, Basel Alomair, Chawin Sitawarin, David Wagner, Omniyyah Ibrahim, Xinyun Chen, Yangruibo Ding, Yanjun Fu, Yizheng Chen

arxiv:2403.18624 v2 · 2024-03-27 · cs.SE · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SLFAEP5WHROX4MPL4HZFZZC7QL}

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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

26 papers in Pith

Representation Matters: An Empirical Study of Program Representations for LLM Vulnerability Reasoning

Calibration Without Comprehension: Diagnosing the Limits of Fine-Tuning LLMs for Vulnerability Detection in Systems Software

On the Shoulders of Giants: Empowering Automated Smart Contract Auditing via the GiAnt Corpus

CyberGym-E2E: Scalable Real-World Benchmark for AI Agents' End-to-End Cybersecurity Capabilities

Bastet: A Fine-Grained Expert-Labeled Dataset for DeFi Smart Contract Vulnerability Detection

Receipt and verification

First computed	2026-07-05T08:42:03.242180Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92ca023fb63c5d7e31ebe1f25ce45f82e3c06cfbd893534a52fc45282f2f2087

Aliases

arxiv: 2403.18624 · arxiv_version: 2403.18624v2 · doi: 10.48550/arxiv.2403.18624 · pith_short_12: SLFAEP5WHROX · pith_short_16: SLFAEP5WHROX4MPL · pith_short_8: SLFAEP5W

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/SLFAEP5WHROX4MPL4HZFZZC7QL \
  | 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: 92ca023fb63c5d7e31ebe1f25ce45f82e3c06cfbd893534a52fc45282f2f2087

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90ba4de409cf8ab807f7048768583887043ca0d2631e2974ce135065af01002c",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-03-27T14:34:29Z",
    "title_canon_sha256": "435a225d96be32f546fef27cdc7eca174defabfd8ecbede2f5f78a1e257519ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.18624",
    "kind": "arxiv",
    "version": 2
  }
}