Pith Number

pith:M4L4DH6S

pith:2023:M4L4DH6S2SQADVTAFSEDT52HMN

not attested not anchored not stored refs pending

Can ChatGPT advance software testing intelligence? An experience report on metamorphic testing

Huai Liu, Quang-Hung Luu, Tsong Yueh Chen

arxiv:2310.19204 v2 · 2023-10-30 · cs.SE · cs.AI · cs.HC

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\usepackage{pith}
\pithnumber{M4L4DH6S2SQADVTAFSEDT52HMN}

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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

4 papers in Pith

Multi-Agent Specification-based Metamorphic Testing of FMU-Based Simulations

Multi-Agent LLM-based Metamorphic Testing for REST APIs

Bidirectional Empowerment of Metamorphic Testing and Large Language Models: A Systematic Survey

MR-Coupler: Automated Metamorphic Test Generation via Functional Coupling Analysis

Receipt and verification

First computed	2026-07-05T07:16:02.058009Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6717c19fd2d4a001d6602c8839f747634d4d002beb1fda020bca8b06a04e4a5d

Aliases

arxiv: 2310.19204 · arxiv_version: 2310.19204v2 · doi: 10.48550/arxiv.2310.19204 · pith_short_12: M4L4DH6S2SQA · pith_short_16: M4L4DH6S2SQADVTA · pith_short_8: M4L4DH6S

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/M4L4DH6S2SQADVTAFSEDT52HMN \
  | 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: 6717c19fd2d4a001d6602c8839f747634d4d002beb1fda020bca8b06a04e4a5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "804c1c851833a0235fa1366f205666c36969e3281c97dc368c460e1c288fd33a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-10-30T00:01:51Z",
    "title_canon_sha256": "bc9f1ba620a44d9f652a72a05445bc3cad410daeb7549c28b3f854020e2a06dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.19204",
    "kind": "arxiv",
    "version": 2
  }
}