pith. sign in
Pith Number

pith:BBGEHE54

pith:2024:BBGEHE54XDDZYZPT6BK5WHHZVK
not attested not anchored not stored refs pending

Distilling Desired Comments for Enhanced Code Review with Large Language Models

Dong Shao, Guohao Shi, Guoping Rong, Haifeng Shen, Haoxiang Yan, Jiahao Zhang, Lei Zhang, Qiushi Wang, Ruiqi Pan, Yongda Yu, Yuan Li, Zhao Tian

arxiv:2412.20340 v2 · 2024-12-29 · cs.SE · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{BBGEHE54XDDZYZPT6BK5WHHZVK}

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.
Receipt and verification
First computed 2026-07-05T09:56:58.661644Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

084c4393bcb8c79c65f3f055db1cf9aa898f53188cf6b34baa74b678f7b13463

Aliases

arxiv: 2412.20340 · arxiv_version: 2412.20340v2 · doi: 10.48550/arxiv.2412.20340 · pith_short_12: BBGEHE54XDDZ · pith_short_16: BBGEHE54XDDZYZPT · pith_short_8: BBGEHE54
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BBGEHE54XDDZYZPT6BK5WHHZVK \
  | 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: 084c4393bcb8c79c65f3f055db1cf9aa898f53188cf6b34baa74b678f7b13463
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e78381ffaea29782d48d2cbe55394137ad7319c7c638bcc50e078db041ef57f3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-29T03:49:13Z",
    "title_canon_sha256": "10ca8eaefcbfb4ad52eae5b5586139090f13fe84dd7dd1fc84b6ef48a2fa8fd8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20340",
    "kind": "arxiv",
    "version": 2
  }
}