Pith Number

pith:XWW7IWXM

pith:2024:XWW7IWXMAZ7EZISVGTA3QOFLAE

not attested not anchored not stored refs pending

A Tool for Test Case Scenarios Generation Using Large Language Models

Abdul Malik Sami, Herda Tomas, Muhammad Waseem, Pekka Abrahamsson, Zeeshan Rasheed, Zheying Zhang

arxiv:2406.07021 v1 · 2024-06-11 · 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{XWW7IWXMAZ7EZISVGTA3QOFLAE}

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

A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards

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

Receipt and verification

First computed	2026-07-05T08:30:16.989651Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bdadf45aec067e4ca25534c1b838ab01043ac1fb4a96d9d7e947fc44918d0908

Aliases

arxiv: 2406.07021 · arxiv_version: 2406.07021v1 · doi: 10.48550/arxiv.2406.07021 · pith_short_12: XWW7IWXMAZ7E · pith_short_16: XWW7IWXMAZ7EZISV · pith_short_8: XWW7IWXM

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/XWW7IWXMAZ7EZISVGTA3QOFLAE \
  | 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: bdadf45aec067e4ca25534c1b838ab01043ac1fb4a96d9d7e947fc44918d0908

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d491250ad7ba02d1f40f63d44bb3bcdbfa6be6c173ab64ea583782a90a49098c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-06-11T07:26:13Z",
    "title_canon_sha256": "7d1e4074782d79f690400e35baad43ff40f13f93ffdc682cfac5009932037bd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.07021",
    "kind": "arxiv",
    "version": 1
  }
}