Pith Number

pith:PK4BG3TB

pith:2024:PK4BG3TBXJSKO2TZFIXPN2BFTV

not attested not anchored not stored refs pending

Can We Trust Large Language Models Generated Code? A Framework for In-Context Learning, Security Patterns, and Code Evaluations Across Diverse LLMs

Adrian Wood, Ahmad Mohsin, Helge Janicke, Iqbal H. Sarker, Leandros Maglaras, Naeem Janjua

arxiv:2406.12513 v1 · 2024-06-18 · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PK4BG3TBXJSKO2TZFIXPN2BFTV}

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

4 papers in Pith

R+R: Reassessing Java Security API Misuse in Current LLMs: A Replication on JCA and JSSE APIs with External Security Knowledge

A Study of LLMs' Preferences for Libraries and Programming Languages

A Large-Scale Comprehensive Measurement of AI-Generated Code in Real-World Repositories

DeepGuard: Secure Code Generation via Multi-Layer Semantic Aggregation

Receipt and verification

First computed	2026-07-05T09:42:26.875337Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ab8136e61ba64a76a792a2ef6e8259d63bcfe5e9c261875877d6625e6dff8ed

Aliases

arxiv: 2406.12513 · arxiv_version: 2406.12513v1 · doi: 10.48550/arxiv.2406.12513 · pith_short_12: PK4BG3TBXJSK · pith_short_16: PK4BG3TBXJSKO2TZ · pith_short_8: PK4BG3TB

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/PK4BG3TBXJSKO2TZFIXPN2BFTV \
  | 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: 7ab8136e61ba64a76a792a2ef6e8259d63bcfe5e9c261875877d6625e6dff8ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a65e0990ad2925b922b4f36222257bae6ea14117e9d36b3c270f1c184e80273",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-06-18T11:29:34Z",
    "title_canon_sha256": "78111fed89c3f2c36f3d333ef7aba91c410e1599500a935c626e49d8fc6a438c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.12513",
    "kind": "arxiv",
    "version": 1
  }
}