Pith Number

pith:5PJOE3OJ

pith:2024:5PJOE3OJOYEIXGL6LRLJQW7VFK

not attested not anchored not stored refs pending

How Propense Are Large Language Models at Producing Code Smells? A Benchmarking Study

Alejandro Velasco, Daniel Rodriguez-Cardenas, David N. Palacio, Denys Poshyvanyk, Luftar Rahman Alif

arxiv:2412.18989 v2 · 2024-12-25 · 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{5PJOE3OJOYEIXGL6LRLJQW7VFK}

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

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

Receipt and verification

First computed	2026-07-05T10:02:56.770135Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ebd2e26dc976088b997e5c56985bf52aabf13cb7fe5b1b75b4ab9ac020f4c8e4

Aliases

arxiv: 2412.18989 · arxiv_version: 2412.18989v2 · doi: 10.48550/arxiv.2412.18989 · pith_short_12: 5PJOE3OJOYEI · pith_short_16: 5PJOE3OJOYEIXGL6 · pith_short_8: 5PJOE3OJ

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/5PJOE3OJOYEIXGL6LRLJQW7VFK \
  | 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: ebd2e26dc976088b997e5c56985bf52aabf13cb7fe5b1b75b4ab9ac020f4c8e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55d970132df2daa2d277de841810157cec090f5d5de4fe4cef861453898e174a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-25T21:56:35Z",
    "title_canon_sha256": "926c431e8b290fece088f12386f64301b1a468d18616fa29d0da02b1d56065bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18989",
    "kind": "arxiv",
    "version": 2
  }
}