Pith Number

pith:ND4AUJOX

pith:2024:ND4AUJOX4PHF6HZXCZVFPFWI7V

not attested not anchored not stored refs pending

Evaluating Large Language Models in Detecting Test Smells

Elvys Soares, Ivan Machado, Keila Lucas, M\'arcio Ribeiro, Rohit Gheyi

arxiv:2407.19261 v2 · 2024-07-27 · cs.SE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ND4AUJOX4PHF6HZXCZVFPFWI7V}

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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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T08:50:14.640197Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68f80a25d7e3ce5f1f37166a5796c8fd42932235ef57178d6ac53630f4ecf5da

Aliases

arxiv: 2407.19261 · arxiv_version: 2407.19261v2 · doi: 10.48550/arxiv.2407.19261 · pith_short_12: ND4AUJOX4PHF · pith_short_16: ND4AUJOX4PHF6HZX · pith_short_8: ND4AUJOX

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/ND4AUJOX4PHF6HZXCZVFPFWI7V \
  | 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: 68f80a25d7e3ce5f1f37166a5796c8fd42932235ef57178d6ac53630f4ecf5da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47bbba92e3ca65b1f2020ad8e172df4cd06dafc266ac9212d910893156048e1c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-27T14:00:05Z",
    "title_canon_sha256": "f7d039f53440b587e6f201818900c1f8a765868338732ae16d03871c3980ddb1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.19261",
    "kind": "arxiv",
    "version": 2
  }
}