Pith Number

pith:2O2ZSRUN

pith:2025:2O2ZSRUNAFMH7UGPORUNN3XS5W

not attested not anchored not stored refs pending

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics

Arie van Deursen, Gopal-Raj Panchu, Jonathan Katzy, Maksym Ziemlewski, Maliheh Izadi, Paris Loizides, Sander Vermeulen, Yongcheng Huang

arxiv:2505.15469 v1 · 2025-05-21 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2O2ZSRUNAFMH7UGPORUNN3XS5W}

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

AdaDec: A Uncertainty-Guided Lookahead Decoding Framework for LLM-Based Code Generation

Receipt and verification

First computed	2026-07-05T11:06:46.285404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3b599468d01587fd0cf7468d6eef2ed90288fde8cb9466bbb208fc99dad6d95

Aliases

arxiv: 2505.15469 · arxiv_version: 2505.15469v1 · doi: 10.48550/arxiv.2505.15469 · pith_short_12: 2O2ZSRUNAFMH · pith_short_16: 2O2ZSRUNAFMH7UGP · pith_short_8: 2O2ZSRUN

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/2O2ZSRUNAFMH7UGPORUNN3XS5W \
  | 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: d3b599468d01587fd0cf7468d6eef2ed90288fde8cb9466bbb208fc99dad6d95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37cc7e42e387e90b6ecb558be8464630960bc0e41972dedcc94c8e36a22baf47",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-05-21T12:45:49Z",
    "title_canon_sha256": "13aad9c40952e7162b4c2b53634857342fbfd3a0e42618f3e1fe737f2e752d41"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.15469",
    "kind": "arxiv",
    "version": 1
  }
}