Pith Number

pith:DB6JYEYL

pith:2023:DB6JYEYLAP3OMSXAWNWBMZK4H2

not attested not anchored not stored refs pending

Refining ChatGPT-Generated Code: Characterizing and Mitigating Code Quality Issues

Chakkrit Tantithamthavorn, David Lo, Li Li, Ratnadira Widyasari, Thanh Le-Cong, Xuan-Bach D. Le, Yue Liu

arxiv:2307.12596 v2 · 2023-07-24 · 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{DB6JYEYLAP3OMSXAWNWBMZK4H2}

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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

2 papers in Pith

Patterns of Developer Adoption of LLM-Generated Code Refactoring Suggestions

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

Receipt and verification

First computed	2026-07-05T07:24:19.762618Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

187c9c130b03f6e64ae0b36c16655c3e8d5f1f4507e25d69d04dfff794ca3dad

Aliases

arxiv: 2307.12596 · arxiv_version: 2307.12596v2 · doi: 10.48550/arxiv.2307.12596 · pith_short_12: DB6JYEYLAP3O · pith_short_16: DB6JYEYLAP3OMSXA · pith_short_8: DB6JYEYL

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/DB6JYEYLAP3OMSXAWNWBMZK4H2 \
  | 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: 187c9c130b03f6e64ae0b36c16655c3e8d5f1f4507e25d69d04dfff794ca3dad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62225c72f4f35e694842a7d339e0f0bead67c2f08be56da549b9a99c7176911e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-07-24T08:14:22Z",
    "title_canon_sha256": "78e89f1779469bf5515b1f849fdb939abb4cd5bf5e3c789c57e09bbb69baa731"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.12596",
    "kind": "arxiv",
    "version": 2
  }
}