Pith Number

pith:F34GPOTE

pith:2023:F34GPOTEFR6ICB4EKCWV7ZBJKD

not attested not anchored not stored refs pending

How Effective are Large Language Models in Generating Software Specifications?

Byungwoo Yoo, Danning Xie, Judy S. Lee, Lin Tan, Mijung Kim, Nan Jiang, Xiangyu Zhang

arxiv:2306.03324 v3 · 2023-06-06 · 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{F34GPOTEFR6ICB4EKCWV7ZBJKD}

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

An Empirical Study of LLM-Generated Specifications for VeriFast

Receipt and verification

First computed	2026-07-05T10:11:12.902619Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ef867ba642c7c81078450ad5fe42950f57b9976ba802237312ffefd0cc5ebb1

Aliases

arxiv: 2306.03324 · arxiv_version: 2306.03324v3 · doi: 10.48550/arxiv.2306.03324 · pith_short_12: F34GPOTEFR6I · pith_short_16: F34GPOTEFR6ICB4E · pith_short_8: F34GPOTE

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/F34GPOTEFR6ICB4EKCWV7ZBJKD \
  | 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: 2ef867ba642c7c81078450ad5fe42950f57b9976ba802237312ffefd0cc5ebb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f661d34a64fe4b126cf8fe945a27494a9c1ceff4b7b8131d08241bbc8380984",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-06-06T00:28:39Z",
    "title_canon_sha256": "03d7d5cdb84d58c893398d8aecf07842f14d38802ea2b9c561eaa123deaa5bfa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.03324",
    "kind": "arxiv",
    "version": 3
  }
}