Pith Number

pith:PUXG74NB

pith:2024:PUXG74NBQ4HMZXWFEXWYFHAOEO

not attested not anchored not stored refs pending

Large Language Models as Test Case Generators: Performance Evaluation and Enhancement

Kefan Li, Yuan Yuan

arxiv:2404.13340 v1 · 2024-04-20 · 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{PUXG74NBQ4HMZXWFEXWYFHAOEO}

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

3 papers in Pith

Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback

Ensemble-Based Uncertainty Estimation for Code Correctness Estimation

Enhancing Large Language Models with Retrieval Augmented Generation for Software Testing and Inspection Automation

Receipt and verification

First computed	2026-07-05T08:10:30.610186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d2e6ff1a1870eccdec525ed829c0e239420c9daadd21ed2f7fb13bb0177e85f

Aliases

arxiv: 2404.13340 · arxiv_version: 2404.13340v1 · doi: 10.48550/arxiv.2404.13340 · pith_short_12: PUXG74NBQ4HM · pith_short_16: PUXG74NBQ4HMZXWF · pith_short_8: PUXG74NB

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/PUXG74NBQ4HMZXWFEXWYFHAOEO \
  | 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: 7d2e6ff1a1870eccdec525ed829c0e239420c9daadd21ed2f7fb13bb0177e85f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1836d76b4a8e594625b55b453cffde3c514d9a9950e9120a327f0c6c305b2f1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-04-20T10:27:01Z",
    "title_canon_sha256": "2e9984410e8a6469eef02c1ba0c0c22139c9e19026aa01282af03da87925363e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.13340",
    "kind": "arxiv",
    "version": 1
  }
}