Pith Number

pith:DBJXCIQ3

pith:2025:DBJXCIQ3KCQBAFWVZ3QEMUGTWL

not attested not anchored not stored refs pending

Impact of Code Context and Prompting Strategies on Automated Unit Test Generation with Modern General-Purpose Large Language Models

Artur Laskowski, Jakub Walczak, Piotr Tomalak

arxiv:2507.14256 v1 · 2025-07-18 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DBJXCIQ3KCQBAFWVZ3QEMUGTWL}

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.

Receipt and verification

First computed	2026-07-05T11:40:02.847635Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

185371221b50a01016d5cee04650d3b2c518cdd2e8598df73ebb5b44f951dcdc

Aliases

arxiv: 2507.14256 · arxiv_version: 2507.14256v1 · doi: 10.48550/arxiv.2507.14256 · pith_short_12: DBJXCIQ3KCQB · pith_short_16: DBJXCIQ3KCQBAFWV · pith_short_8: DBJXCIQ3

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/DBJXCIQ3KCQBAFWVZ3QEMUGTWL \
  | 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: 185371221b50a01016d5cee04650d3b2c518cdd2e8598df73ebb5b44f951dcdc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "206d02bd75487a6b7c4f0f61825e2dc471656a368500a803eacda96a94a70aba",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-07-18T11:23:17Z",
    "title_canon_sha256": "dff79be04e61501cc0946170891f722ab11d19dc5d7bb6828af0f328109eaf21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14256",
    "kind": "arxiv",
    "version": 1
  }
}