Pith Number

pith:DVDP5LLJ

pith:2023:DVDP5LLJZXOGXOXX6VU5F2BDI3

not attested not anchored not stored refs pending

Using Large Language Models to Generate JUnit Tests: An Empirical Study

Fahmid Al Rifat, Joanna C. S. Santos, Mohammed Latif Siddiq, Noshin Ulfat, Ridwanul Hasan Tanvir, Vinicius Carvalho Lopes

arxiv:2305.00418 v4 · 2023-04-30 · cs.SE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DVDP5LLJZXOGXOXX6VU5F2BDI3}

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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

2 papers in Pith

PatchTrack: A Comprehensive Analysis of ChatGPT's Influence on Pull Request Outcomes

LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Receipt and verification

First computed	2026-07-05T08:59:58.474675Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d46fead69cddc6bbaf7f569d2e82346e9d1baa3d77168927b5c117c5c43bcf7

Aliases

arxiv: 2305.00418 · arxiv_version: 2305.00418v4 · doi: 10.48550/arxiv.2305.00418 · pith_short_12: DVDP5LLJZXOG · pith_short_16: DVDP5LLJZXOGXOXX · pith_short_8: DVDP5LLJ

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/DVDP5LLJZXOGXOXX6VU5F2BDI3 \
  | 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: 1d46fead69cddc6bbaf7f569d2e82346e9d1baa3d77168927b5c117c5c43bcf7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6767a74bd460714cf901b751b8a86a9d2a6441dbc6ef6d9c64fb1ada04b6579c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-04-30T07:28:06Z",
    "title_canon_sha256": "a7832733f7111c6ec3b3144e53f9370d15a4a0e126b6f6b989a01066155936c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.00418",
    "kind": "arxiv",
    "version": 4
  }
}