Pith Number

pith:F7UFHZB6

pith:2023:F7UFHZB6TUAORIYSOAJ5XNHJZX

not attested not anchored not stored refs pending

LLM4TDD: Best Practices for Test Driven Development Using Large Language Models

Allison Sullivan, Sanyogita Piya

arxiv:2312.04687 v1 · 2023-12-07 · cs.SE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F7UFHZB6TUAORIYSOAJ5XNHJZX}

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

The Productivity-Reliability Paradox: Specification-Driven Governance for AI-Augmented Software Development

Receipt and verification

First computed	2026-07-05T07:21:49.809077Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2fe853e43e9d00e8a3127013dbb4e9cdf25097e000ab581b1c5d15d9fd19c496

Aliases

arxiv: 2312.04687 · arxiv_version: 2312.04687v1 · doi: 10.48550/arxiv.2312.04687 · pith_short_12: F7UFHZB6TUAO · pith_short_16: F7UFHZB6TUAORIYS · pith_short_8: F7UFHZB6

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/F7UFHZB6TUAORIYSOAJ5XNHJZX \
  | 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: 2fe853e43e9d00e8a3127013dbb4e9cdf25097e000ab581b1c5d15d9fd19c496

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eaa167e3d9beb569d2f29ae73c3fecc77b1db6ced40206714a41083c1aa4aa35",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-12-07T20:37:54Z",
    "title_canon_sha256": "ea65220bc5b9a4158a68bc1ec33fe4e91f7b01ef2e4ac49dd572458d12ba3690"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.04687",
    "kind": "arxiv",
    "version": 1
  }
}