Pith Number

pith:VZ3GHZP3

pith:2023:VZ3GHZP3ZOOUPHU6IGFHURILT7

not attested not anchored not stored refs pending

Source Attribution for Large Language Model-Generated Data

Bryan Kian Hsiang Low, Chuan-Sheng Foo, Jingtan Wang, See-kiong Ng, Xinyang Lu, Zhongxiang Dai, Zitong Zhao

arxiv:2310.00646 v2 · 2023-10-01 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VZ3GHZP3ZOOUPHU6IGFHURILT7}

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

Invariant Features in Language Models: Geometric Characterization and Model Attribution

Receipt and verification

First computed	2026-07-05T09:11:22.307257Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae7663e5fbcb9d479e9e418a7a450b9feb4abc866c707fbcba25649dd762905c

Aliases

arxiv: 2310.00646 · arxiv_version: 2310.00646v2 · doi: 10.48550/arxiv.2310.00646 · pith_short_12: VZ3GHZP3ZOOU · pith_short_16: VZ3GHZP3ZOOUPHU6 · pith_short_8: VZ3GHZP3

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/VZ3GHZP3ZOOUPHU6IGFHURILT7 \
  | 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: ae7663e5fbcb9d479e9e418a7a450b9feb4abc866c707fbcba25649dd762905c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb5b3f04bd0bb35cac42d4d8dad31495322001666a867fa53ed23f7075f6133f",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-01T12:02:57Z",
    "title_canon_sha256": "7571b6e3344f41331d0a0fac526557552760ba76c53622dddb29524aeca1e194"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.00646",
    "kind": "arxiv",
    "version": 2
  }
}