Pith Number

pith:PYL2KYXG

pith:2024:PYL2KYXGHSLHZEKLYYSRA56TWL

not attested not anchored not stored refs pending

On Evaluating the Efficiency of Source Code Generated by LLMs

Bin Luo, Changan Niu, Chuanyi Li, Ting Zhang, Vincent Ng

arxiv:2404.06041 v1 · 2024-04-09 · 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{PYL2KYXGHSLHZEKLYYSRA56TWL}

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

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

Receipt and verification

First computed	2026-07-05T08:06:02.859868Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e17a562e63c967c914bc6251077d3b2d6db2361cf170625f9ff41b959f9a37c

Aliases

arxiv: 2404.06041 · arxiv_version: 2404.06041v1 · doi: 10.48550/arxiv.2404.06041 · pith_short_12: PYL2KYXGHSLH · pith_short_16: PYL2KYXGHSLHZEKL · pith_short_8: PYL2KYXG

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/PYL2KYXGHSLHZEKLYYSRA56TWL \
  | 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: 7e17a562e63c967c914bc6251077d3b2d6db2361cf170625f9ff41b959f9a37c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23b2e3780e3343893596b98128e2beae8e4e5643ed1a5ed326c874d9af06dd21",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-04-09T05:59:39Z",
    "title_canon_sha256": "6bafacdbcf18def43cc73fcc2cac3965efe180f0e4c5acfdf39400aae4246a4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.06041",
    "kind": "arxiv",
    "version": 1
  }
}