Pith Number

pith:7L4ACJZA

pith:2025:7L4ACJZA4D7V7VYOLSLS7HISE6

not attested not anchored not stored refs pending

Quality Assessment of Python Tests Generated by Large Language Models

Carla Bezerra, Ivan Machado, Larissa Rocha, Publio Silva, T\'assio Virg\'inio, Victor Alves

arxiv:2506.14297 v1 · 2025-06-17 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7L4ACJZA4D7V7VYOLSLS7HISE6}

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

2 papers in Pith

Can LLMs be Effective Code Contributors? A Study on Open-source Projects

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

Receipt and verification

First computed	2026-07-05T11:22:52.858437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

faf8012720e0ff5fd70e5c972f9d1227a76bf3cde2bcdc9d7c789a6ed85d8fcd

Aliases

arxiv: 2506.14297 · arxiv_version: 2506.14297v1 · doi: 10.48550/arxiv.2506.14297 · pith_short_12: 7L4ACJZA4D7V · pith_short_16: 7L4ACJZA4D7V7VYO · pith_short_8: 7L4ACJZA

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/7L4ACJZA4D7V7VYOLSLS7HISE6 \
  | 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: faf8012720e0ff5fd70e5c972f9d1227a76bf3cde2bcdc9d7c789a6ed85d8fcd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6dfbee977c07acc58cbed56582cd9793012491b0a18dbf8c51702ba56d3a4949",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-06-17T08:16:15Z",
    "title_canon_sha256": "1a4a197db56aa733f6a5e483061a5000660db6b8202637073170e8e60c9b6c80"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.14297",
    "kind": "arxiv",
    "version": 1
  }
}