Pith Number

pith:WJDZTCVU

pith:2024:WJDZTCVU25LUNBIVHZKSHZMB72

not attested not anchored not stored refs pending

Is Your AI-Generated Code Really Safe? Evaluating Large Language Models on Secure Code Generation with CodeSecEval

Adam Jatowt, Hailin Huang, Hongkui He, Jiayuan Xie, Jiexin Wang, Liuwen Cao, Xitong Luo, Yi Cai

arxiv:2407.02395 v2 · 2024-07-02 · 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{WJDZTCVU25LUNBIVHZKSHZMB72}

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

5 papers in Pith

What Breaks When LLMs Code? Characterizing Operational Safety Failures of Agentic Code Assistants

Refusal Evaluation in Coding LLMs and Code Agents: A Systematic Review of Thirteen Malicious-Code Prompt Corpora (2023-2025)

Break Me If You Can: Self-Jailbreaking of Aligned LLMs via Lexical Insertion Prompting

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

PYTHALAB-MERA: Validation-Grounded Memory, Retrieval, and Acceptance Control for Frozen-LLM Coding Agents

Receipt and verification

First computed	2026-07-05T08:40:20.275221Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b247998ab4d7574685153e5523e581febabeb6545b6dc705b7ca114a7263b684

Aliases

arxiv: 2407.02395 · arxiv_version: 2407.02395v2 · doi: 10.48550/arxiv.2407.02395 · pith_short_12: WJDZTCVU25LU · pith_short_16: WJDZTCVU25LUNBIV · pith_short_8: WJDZTCVU

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/WJDZTCVU25LUNBIVHZKSHZMB72 \
  | 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: b247998ab4d7574685153e5523e581febabeb6545b6dc705b7ca114a7263b684

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70e9bb6db559b7893be605f44e62ea2479e7390c340a39a9ae98ea7797312e03",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-02T16:13:21Z",
    "title_canon_sha256": "c80a6710af1035974678f90138ea83b7c61c79c568c863a1680cbb4d96181b3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.02395",
    "kind": "arxiv",
    "version": 2
  }
}