Pith Number

pith:ZFSDS2XN

pith:2024:ZFSDS2XNZPAODRSC6CDZJ7IPVG

not attested not anchored not stored refs pending

API-guided Dataset Synthesis to Finetune Large Code Models

Daoyuan Wu, Shuai Wang, Zhendong Su, Zongjie Li

arxiv:2408.08343 v2 · 2024-08-15 · 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{ZFSDS2XNZPAODRSC6CDZJ7IPVG}

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

What Matters in LLM-generated Data: Diversity and Its Effect on Model Fine-Tuning

Receipt and verification

First computed	2026-07-05T08:57:58.715622Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c964396aedcbc0e1c642f08794fd0fa9a5572610032e84eebdf140498ca8329b

Aliases

arxiv: 2408.08343 · arxiv_version: 2408.08343v2 · doi: 10.48550/arxiv.2408.08343 · pith_short_12: ZFSDS2XNZPAO · pith_short_16: ZFSDS2XNZPAODRSC · pith_short_8: ZFSDS2XN

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/ZFSDS2XNZPAODRSC6CDZJ7IPVG \
  | 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: c964396aedcbc0e1c642f08794fd0fa9a5572610032e84eebdf140498ca8329b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48416aa0a4c90168c08ac249b8984e454a3eedf3cd8b674204ed9d561ec5202a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-08-15T14:48:42Z",
    "title_canon_sha256": "d80ec9a30babf940120c80c73fec9aa61249da00972f67a03006a0bc3e688850"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.08343",
    "kind": "arxiv",
    "version": 2
  }
}