Pith Number

pith:JUQH4WFC

pith:2024:JUQH4WFCVN7RF7H6JNF7QCZ4LJ

not attested not anchored not stored refs pending

Leveraging Large Language Models for Enhancing the Understandability of Generated Unit Tests

Amirhossein Deljouyi, Andy Zaidman, Maliheh Izadi, Roham Koohestani

arxiv:2408.11710 v1 · 2024-08-21 · cs.SE · cs.AI

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\usepackage{pith}
\pithnumber{JUQH4WFCVN7RF7H6JNF7QCZ4LJ}

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Record completeness

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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

3 papers in Pith

Humanizing Automatically Generated Unit Test Suites with LLM-Based Refactoring

Mutation-Guided Unit Test Generation with a Large Language Model

Receipt and verification

First computed	2026-07-05T08:57:47.883798Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d207e58a2ab7f12fcfe4b4bf80b3c5a5fd5d77e44a95076e01c904d1c8dfafe

Aliases

arxiv: 2408.11710 · arxiv_version: 2408.11710v1 · doi: 10.48550/arxiv.2408.11710 · pith_short_12: JUQH4WFCVN7R · pith_short_16: JUQH4WFCVN7RF7H6 · pith_short_8: JUQH4WFC

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/JUQH4WFCVN7RF7H6JNF7QCZ4LJ \
  | 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: 4d207e58a2ab7f12fcfe4b4bf80b3c5a5fd5d77e44a95076e01c904d1c8dfafe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "24a6fda20e93348e9acda28ecc888a554d40f0768f4e73201ecd5d7693398163",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-08-21T15:35:34Z",
    "title_canon_sha256": "a402d5ac55a20b74055c79a7a37c21f2bf9f41220881654cfe817c4d1c6d2f4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.11710",
    "kind": "arxiv",
    "version": 1
  }
}