Pith Number

pith:QLE6T2TJ

pith:2025:QLE6T2TJ2ZYQ4XLF3MI2SPB6QY

not attested not anchored not stored refs pending

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams

Dayuan Tan, Ish Ashraf, Mark Cole, Mehrdad Sabetzadeh, Parham Khamsepour, Sandeep Puri, Shiva Nejati

arxiv:2509.03463 v3 · 2025-09-03 · 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{QLE6T2TJ2ZYQ4XLF3MI2SPB6QY}

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

Agentic Persona Generation with Critique-Refinement: An Industrial Evaluation

Receipt and verification

First computed	2026-07-07T03:18:48.928972Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82c9e9ea69d6710e5d65db11a93c3e861d8584b045b522626c96cd96834b315e

Aliases

arxiv: 2509.03463 · arxiv_version: 2509.03463v3 · doi: 10.48550/arxiv.2509.03463 · pith_short_12: QLE6T2TJ2ZYQ · pith_short_16: QLE6T2TJ2ZYQ4XLF · pith_short_8: QLE6T2TJ

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/QLE6T2TJ2ZYQ4XLF3MI2SPB6QY \
  | 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: 82c9e9ea69d6710e5d65db11a93c3e861d8584b045b522626c96cd96834b315e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe183c61775848fed327113b89ff4d4dca04b8c9e547769cc0a6179e30507030",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-09-03T16:39:25Z",
    "title_canon_sha256": "4f5bf56aa3009d100e922fa3a84dca5cb1fff4275d6335e90e3ab3b1c4b04e73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.03463",
    "kind": "arxiv",
    "version": 3
  }
}