Pith Number

pith:JZI2VGX5

pith:2024:JZI2VGX5EIK2JULTD4ROEAFOHT

not attested not anchored not stored refs pending

Fine-Tuning and Prompt Engineering for Large Language Models-based Code Review Automation

Chakkrit Tantithamthavorn, Chanathip Pornprasit

arxiv:2402.00905 v4 · 2024-02-01 · 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{JZI2VGX5EIK2JULTD4ROEAFOHT}

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

Intention is All You Need: Refining Your Code from Your Intention

Receipt and verification

First computed	2026-07-05T08:32:35.692663Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e51aa9afd2215a4d1731f22e200ae3cf07e7a594e57563904768180db82c7ea

Aliases

arxiv: 2402.00905 · arxiv_version: 2402.00905v4 · doi: 10.48550/arxiv.2402.00905 · pith_short_12: JZI2VGX5EIK2 · pith_short_16: JZI2VGX5EIK2JULT · pith_short_8: JZI2VGX5

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/JZI2VGX5EIK2JULTD4ROEAFOHT \
  | 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: 4e51aa9afd2215a4d1731f22e200ae3cf07e7a594e57563904768180db82c7ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19f44764276718dfd3fd7e9d4f2a21698576212228713645c7572ea8018367ea",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-02-01T03:10:26Z",
    "title_canon_sha256": "8b7bb747ad1d8e231faffdd437e749730cecf73fed5f6917f618495ebe6b47fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.00905",
    "kind": "arxiv",
    "version": 4
  }
}