Pith Number

pith:PR7ZOKJ2

pith:2023:PR7ZOKJ2RF2GIIQ6RWSQHPVU6J

not attested not anchored not stored refs pending

Exploring the Limits of ChatGPT in Software Security Applications

Ati Priya Bajaj, Chaowei Xiao, Fangzhou Wu, Ning Zhang, Qingzhao Zhang, Ruoyu "Fish" Wang, Tiffany Bao

arxiv:2312.05275 v1 · 2023-12-08 · cs.CR · 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{PR7ZOKJ2RF2GIIQ6RWSQHPVU6J}

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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

2 papers in Pith

An Empirical Evaluation of LLM-Generated Code Security Across Prompting Methods

SAGE: Signal-Amplified Guided Embeddings for LLM-based Vulnerability Detection

Receipt and verification

First computed	2026-07-05T07:22:02.460439Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c7f97293a897464221e8da503beb4f265419125076e12bf7772a5717a534e00

Aliases

arxiv: 2312.05275 · arxiv_version: 2312.05275v1 · doi: 10.48550/arxiv.2312.05275 · pith_short_12: PR7ZOKJ2RF2G · pith_short_16: PR7ZOKJ2RF2GIIQ6 · pith_short_8: PR7ZOKJ2

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/PR7ZOKJ2RF2GIIQ6RWSQHPVU6J \
  | 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: 7c7f97293a897464221e8da503beb4f265419125076e12bf7772a5717a534e00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84a66a4f18283a2515212f0c9ea0cdcd86017b77a0aea683808e25aa0147adc3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-12-08T03:02:37Z",
    "title_canon_sha256": "171344fafbf4a4c8462ada60d8c3895d3d1feba97b219040f8a32243589298cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05275",
    "kind": "arxiv",
    "version": 1
  }
}