Pith Number

pith:CHCV47JO

pith:2025:CHCV47JOVGUNTA4A5JYHRL7CHC

not attested not anchored not stored refs pending

CodeChemist: Functional Knowledge Transfer for Low-Resource Code Generation via Test-Time Scaling

Aishan Liu, and Bin Shi, Jun Zhou, Kaixin Wang, Tianlin Li, Xianglong Liu, Xiaoyu Zhang, Zhiqiang Zhang, Ziqi Liu

arxiv:2510.00501 v2 · 2025-10-01 · 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{CHCV47JOVGUNTA4A5JYHRL7CHC}

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	2026-06-23T03:13:48.171545Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11c55e7d2ea9a8d98380ea7078afe2388c8479f0d0bd7b64fb0109f634974d6f

Aliases

arxiv: 2510.00501 · arxiv_version: 2510.00501v2 · doi: 10.48550/arxiv.2510.00501 · pith_short_12: CHCV47JOVGUN · pith_short_16: CHCV47JOVGUNTA4A · pith_short_8: CHCV47JO

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/CHCV47JOVGUNTA4A5JYHRL7CHC \
  | 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: 11c55e7d2ea9a8d98380ea7078afe2388c8479f0d0bd7b64fb0109f634974d6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87df81ecdc959cd39642d1866fc675e4a1b4a91e8e5d7b97104786ba1b01f40e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-10-01T04:33:53Z",
    "title_canon_sha256": "fe9903e96336af1c32e76451bf8e35fc71b8a3ff652d4a96e357b0d56bd171b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.00501",
    "kind": "arxiv",
    "version": 2
  }
}