Pith Number

pith:7GO7Y3AF

pith:2024:7GO7Y3AF5VXWZBFKJ6W5LUSA3N

not attested not anchored not stored refs pending

Improving the Readability of Automatically Generated Tests using Large Language Models

Gianluca Ghislotti, Matteo Biagiola, Paolo Tonella

arxiv:2412.18843 v1 · 2024-12-25 · 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{7GO7Y3AF5VXWZBFKJ6W5LUSA3N}

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

1 paper in Pith

Probing Privacy Leaks in LLM-based Code Generation via Test Generation

Receipt and verification

First computed	2026-07-05T11:19:23.233173Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f99dfc6c05ed6f6c84aa4fadd5d240db43044e4a7b7402d87a262304d78c3e55

Aliases

arxiv: 2412.18843 · arxiv_version: 2412.18843v1 · doi: 10.48550/arxiv.2412.18843 · pith_short_12: 7GO7Y3AF5VXW · pith_short_16: 7GO7Y3AF5VXWZBFK · pith_short_8: 7GO7Y3AF

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/7GO7Y3AF5VXWZBFKJ6W5LUSA3N \
  | 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: f99dfc6c05ed6f6c84aa4fadd5d240db43044e4a7b7402d87a262304d78c3e55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "769a5ca76e6ac26c2a7e09cf40d3000bfcce04f8a38030beed18f8b08a84a074",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-25T09:08:53Z",
    "title_canon_sha256": "99710cff7c9c6721923f6ccc62c490ae1dea974ff20225755c26135569b1e391"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18843",
    "kind": "arxiv",
    "version": 1
  }
}