Pith Number

pith:ED5MISNO

pith:2024:ED5MISNOIMUPTYO5K3PQYLJ5OW

not attested not anchored not stored refs pending

TestBench: Evaluating Class-Level Test Case Generation Capability of Large Language Models

Chunrong Fang, Jianyi Zhou, Quanjun Zhang, Siqi Gu, Ye Shang, Zhenyu Chen

arxiv:2409.17561 v1 · 2024-09-26 · cs.SE

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\usepackage{pith}
\pithnumber{ED5MISNOIMUPTYO5K3PQYLJ5OW}

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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

Mutation-Guided Unit Test Generation with a Large Language Model

FeedbackLLM: Metadata driven Multi-Agentic Language Agnostic Test Case Generator with Evolving prompt and Coverage Feedback

PPO guided Agentic Pipeline for Adaptive Prompt Selection and Test Case Generation

Call-Chain-Aware LLM-Based Test Generation for Java Projects

Receipt and verification

First computed	2026-07-05T09:12:11.905195Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20fac449ae4328f9e1dd56df0c2d3d75aeeb307ec523c4ad0ce3694c07eda901

Aliases

arxiv: 2409.17561 · arxiv_version: 2409.17561v1 · doi: 10.48550/arxiv.2409.17561 · pith_short_12: ED5MISNOIMUP · pith_short_16: ED5MISNOIMUPTYO5 · pith_short_8: ED5MISNO

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/ED5MISNOIMUPTYO5K3PQYLJ5OW \
  | 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: 20fac449ae4328f9e1dd56df0c2d3d75aeeb307ec523c4ad0ce3694c07eda901

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6892c02137cdde76f0487d87dc005de653fc821df087fa68b4d76c2a4c010ac1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-09-26T06:18:06Z",
    "title_canon_sha256": "16da0c9c3a06799a5326771b70cbf1293810ecd10321ca89d99982ea87428c38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.17561",
    "kind": "arxiv",
    "version": 1
  }
}