Pith Number

pith:LTCQKPU7

pith:2024:LTCQKPU7IC3ZOC2JCU2DYAJZIH

not attested not anchored not stored refs pending

Evaluating AI-generated code for C++, Fortran, Go, Java, Julia, Matlab, Python, R, and Rust

Hartmut Kaiser, Noujoud Nader, Patrick Diehl, Steve Brandt

arxiv:2405.13101 v2 · 2024-05-21 · cs.SE · 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{LTCQKPU7IC3ZOC2JCU2DYAJZIH}

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

1 paper in Pith

Can LLMs Find Bugs in Code? An Evaluation from Beginner Errors to Security Vulnerabilities in Python and C++

Receipt and verification

First computed	2026-07-05T11:00:59.216855Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5cc5053e9f40b7970b4915343c013941d6bdeb03914a35aacd4b9e46a3712d8c

Aliases

arxiv: 2405.13101 · arxiv_version: 2405.13101v2 · doi: 10.48550/arxiv.2405.13101 · pith_short_12: LTCQKPU7IC3Z · pith_short_16: LTCQKPU7IC3ZOC2J · pith_short_8: LTCQKPU7

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/LTCQKPU7IC3ZOC2JCU2DYAJZIH \
  | 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: 5cc5053e9f40b7970b4915343c013941d6bdeb03914a35aacd4b9e46a3712d8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb6f9a0ab8f6451d8e35b4a50bd2916257e7d0e0812764b2112dbe6b4f03332a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-05-21T17:04:37Z",
    "title_canon_sha256": "71bf245ae70976ee554acc498e4735117b2db0bd68468e1a0ed39758ceb412aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13101",
    "kind": "arxiv",
    "version": 2
  }
}