Pith Number

pith:LA6TZAKK

pith:2024:LA6TZAKKALLRJRES4QFBIS4GMW

not attested not anchored not stored refs pending

Scaling Up LLM Reviews for Google Ads Content Moderation

Ariel Fuxman, Chih-Chun Chia, Chun-Ta Lu, Dongjin Kwon, Enming Luo, Fangzhou Wang, Mehmet Tek, Otilia Stretcu, Ranjay Krishna, Tiantian Fang, Tushar Dogra, Wei Qiao, Yuan Wang, Yu-Han Lyu

arxiv:2402.14590 v1 · 2024-02-07 · cs.IR · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LA6TZAKKALLRJRES4QFBIS4GMW}

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	2026-07-05T07:48:12.451919Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

583d3c814a02d714c492e40a144b86658255eefda1992cd6ad5d70bb15490172

Aliases

arxiv: 2402.14590 · arxiv_version: 2402.14590v1 · doi: 10.48550/arxiv.2402.14590 · pith_short_12: LA6TZAKKALLR · pith_short_16: LA6TZAKKALLRJRES · pith_short_8: LA6TZAKK

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/LA6TZAKKALLRJRES4QFBIS4GMW \
  | 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: 583d3c814a02d714c492e40a144b86658255eefda1992cd6ad5d70bb15490172

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "951c458539f1e34e318893a86c06e159112235b444ef64d2108f8f14753b9534",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-02-07T23:47:02Z",
    "title_canon_sha256": "7a183b2a4ce5fb8519e9c2b3150981d4a4daf930cc4316539b70f2c8607e0d89"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14590",
    "kind": "arxiv",
    "version": 1
  }
}