Pith Number

pith:WQSUBE3M

pith:2023:WQSUBE3MJWL4OWCQFTQKS3HOCE

not attested not anchored not stored refs pending

Can Large Language Models Write Good Property-Based Tests?

Caroline Lemieux, Joshua Sunshine, Rohan Padhye, Vasudev Vikram

arxiv:2307.04346 v2 · 2023-07-10 · 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{WQSUBE3MJWL4OWCQFTQKS3HOCE}

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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

10 papers in Pith

Tensor Algebraic Property Skeletons: Amplifying Property-Based Testing for AI Compilers

PBT-Bench: Benchmarking AI Agents on Property-Based Testing

Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback

Receipt and verification

First computed	2026-07-05T08:46:17.458375Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b42540936c4d97c758502ce0a96cee1125edd0d309c4ddc4092eb8cbaae1fc34

Aliases

arxiv: 2307.04346 · arxiv_version: 2307.04346v2 · doi: 10.48550/arxiv.2307.04346 · pith_short_12: WQSUBE3MJWL4 · pith_short_16: WQSUBE3MJWL4OWCQ · pith_short_8: WQSUBE3M

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/WQSUBE3MJWL4OWCQFTQKS3HOCE \
  | 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: b42540936c4d97c758502ce0a96cee1125edd0d309c4ddc4092eb8cbaae1fc34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a33cab1859e1096ab2380b08be329ea58af7f4661c09a4f9d89b0fa3f40cdb47",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-07-10T05:09:33Z",
    "title_canon_sha256": "0f4b3fe5b12a95d57d9f649a3546b1417a26b5abb90ec3c1968aa0dbe03f17bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.04346",
    "kind": "arxiv",
    "version": 2
  }
}