Pith Number

pith:EDZXOBRL

pith:2024:EDZXOBRLF7A4R3IPTOQZ6CVUXU

not attested not anchored not stored refs pending

Generating Test Scenarios from NL Requirements using Retrieval-Augmented LLMs: An Industrial Study

Chetan Arora, Tomas Herda, Verena Homm

arxiv:2404.12772 v1 · 2024-04-19 · 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{EDZXOBRLF7A4R3IPTOQZ6CVUXU}

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

LLM-Agents Driven Automated Simulation Testing and Analysis of small Uncrewed Aerial Systems

Receipt and verification

First computed	2026-07-05T09:59:45.739756Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20f377062b2fc1c8ed0f9ba19f0ab4bd3417a002612595ca05a9f934658bbfdd

Aliases

arxiv: 2404.12772 · arxiv_version: 2404.12772v1 · doi: 10.48550/arxiv.2404.12772 · pith_short_12: EDZXOBRLF7A4 · pith_short_16: EDZXOBRLF7A4R3IP · pith_short_8: EDZXOBRL

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/EDZXOBRLF7A4R3IPTOQZ6CVUXU \
  | 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: 20f377062b2fc1c8ed0f9ba19f0ab4bd3417a002612595ca05a9f934658bbfdd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9149d52738550da3d5869db778cdc4f3082d3866ba0d3333b1668ce79753426e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-04-19T10:27:40Z",
    "title_canon_sha256": "35f20f3c40a3a843823966da27fbd8c51c00d6ccbc30940c57c94f1f2350bb00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12772",
    "kind": "arxiv",
    "version": 1
  }
}