Pith Number

pith:NVVTOKJD

pith:2024:NVVTOKJD3DDNWE75TTURIHQMQH

not attested not anchored not stored refs pending

LLM-Powered Test Case Generation for Detecting Bugs in Plausible Programs

Gang Huang, Ge Li, Jie M. Zhang, Kaibo Liu, Mark Harman, Yihong Dong, Yiyang Liu, Yudong Han, Yun Ma, Zhenpeng Chen

arxiv:2404.10304 v2 · 2024-04-16 · cs.SE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NVVTOKJD3DDNWE75TTURIHQMQH}

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

LogicHunter: Testing LLM Agent Frameworks with an Agentic Oracle

Mutation-Guided Unit Test Generation with a Large Language Model

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

Receipt and verification

First computed	2026-07-05T11:13:08.896840Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d6b372923d8c6db13fd9ce9141e0c81fafc67b86ac8b7217bef82aa097bc5f9

Aliases

arxiv: 2404.10304 · arxiv_version: 2404.10304v2 · doi: 10.48550/arxiv.2404.10304 · pith_short_12: NVVTOKJD3DDN · pith_short_16: NVVTOKJD3DDNWE75 · pith_short_8: NVVTOKJD

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/NVVTOKJD3DDNWE75TTURIHQMQH \
  | 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: 6d6b372923d8c6db13fd9ce9141e0c81fafc67b86ac8b7217bef82aa097bc5f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2bf9d337b6e1ea59f972bcf28998b94ebb279ee9169df148e30b44debdd48c97",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-04-16T06:20:06Z",
    "title_canon_sha256": "3dafef0d8d38902a775dfc8a54df771a41eec3b3125146e27765c1279f90faba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.10304",
    "kind": "arxiv",
    "version": 2
  }
}