Pith Number

pith:ELYCGVEV

pith:2025:ELYCGVEV2Q7YVV3SYI4XV2FBNQ

not attested not anchored not stored refs pending

On the Effectiveness of Large Language Models in Writing Alloy Formulas

Sarfraz Khurshid, Shan Jiang, Yang Hong, Yulei Fu

arxiv:2502.15441 v1 · 2025-02-21 · cs.SE · cs.AI · cs.FL · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ELYCGVEV2Q7YVV3SYI4XV2FBNQ}

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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

1 paper in Pith

Event-B Agent: Towards LLM Agent for Formal Model Synthesis and Repair

Receipt and verification

First computed	2026-07-05T11:39:49.487850Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22f0235495d43f8ad772c2397ae8a16c318b2ddaeb00f20b1539ecf3a018f7b2

Aliases

arxiv: 2502.15441 · arxiv_version: 2502.15441v1 · doi: 10.48550/arxiv.2502.15441 · pith_short_12: ELYCGVEV2Q7Y · pith_short_16: ELYCGVEV2Q7YVV3S · pith_short_8: ELYCGVEV

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/ELYCGVEV2Q7YVV3SYI4XV2FBNQ \
  | 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: 22f0235495d43f8ad772c2397ae8a16c318b2ddaeb00f20b1539ecf3a018f7b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad75a2610ced637976f681de917fb4c857e0db7275e834be5977a15dd13aad5c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.FL",
      "cs.PL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-21T13:09:58Z",
    "title_canon_sha256": "4e5f34858608267ca59a21e10e2966203899512a756ce535cb234fea83b6641c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15441",
    "kind": "arxiv",
    "version": 1
  }
}