Pith Number

pith:FFL425NI

pith:2023:FFL425NIULGD4O4JWYLBGGJGJD

not attested not anchored not stored refs pending

No More Manual Tests? Evaluating and Improving ChatGPT for Unit Test Generation

Kaixin Wang, Mingwei Liu, Shiji Ding, Xin Peng, Yiling Lou, Yixuan Chen, Zhiqiang Yuan

arxiv:2305.04207 v3 · 2023-05-07 · 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{FFL425NIULGD4O4JWYLBGGJGJD}

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

10 papers in Pith

LogicHunter: Testing LLM Agent Frameworks with an Agentic Oracle

Humanizing Automatically Generated Unit Test Suites with LLM-Based Refactoring

PR-Aware Automated Unit Test Generation: Challenges and Opportunities

MR-Adopt: Automatic Deduction of Input Transformation Function for Metamorphic Testing

Receipt and verification

First computed	2026-07-05T08:20:22.599084Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2957cd75a8a2cc3e3b89b61613192648e76cb20df40df44afef83ac160b1bdcf

Aliases

arxiv: 2305.04207 · arxiv_version: 2305.04207v3 · doi: 10.48550/arxiv.2305.04207 · pith_short_12: FFL425NIULGD · pith_short_16: FFL425NIULGD4O4J · pith_short_8: FFL425NI

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/FFL425NIULGD4O4JWYLBGGJGJD \
  | 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: 2957cd75a8a2cc3e3b89b61613192648e76cb20df40df44afef83ac160b1bdcf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57ec98dbb57f4670aa5cc0370977ceb8050c62a5001e5eeaf454dcc531332052",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-05-07T07:17:08Z",
    "title_canon_sha256": "47a1998cde654afbb875c85a30cdb75c5a0a5fe4215d17b6252565368f156343"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.04207",
    "kind": "arxiv",
    "version": 3
  }
}