Pith Number

pith:QG64XKDK

pith:2023:QG64XKDKJB5Z4KGX4BYWJYYCMN

not attested not anchored not stored refs pending

Adapting Large Language Models for Content Moderation: Pitfalls in Data Engineering and Supervised Fine-tuning

Bingzhe Wu, Changqing Zhang, Huan Ma, Huazhu Fu, Peilin Zhao

arxiv:2310.03400 v2 · 2023-10-05 · 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{QG64XKDKJB5Z4KGX4BYWJYYCMN}

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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

Seeing Like an AI: How LLMs Apply (and Misapply) Wikipedia Neutrality Norms

Receipt and verification

First computed	2026-07-05T07:53:11.373771Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81bdcba86a487b9e28d7e07164e302637c2dfec28058008ee692dc7654dc093a

Aliases

arxiv: 2310.03400 · arxiv_version: 2310.03400v2 · doi: 10.48550/arxiv.2310.03400 · pith_short_12: QG64XKDKJB5Z · pith_short_16: QG64XKDKJB5Z4KGX · pith_short_8: QG64XKDK

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/QG64XKDKJB5Z4KGX4BYWJYYCMN \
  | 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: 81bdcba86a487b9e28d7e07164e302637c2dfec28058008ee692dc7654dc093a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bbdda29d66190929ca158d5fc3d16c2a80b469dbdcc21b6078a4060c54205c6c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-05T09:09:44Z",
    "title_canon_sha256": "72abb2eb059bb9c035f58e38ff73faa27a407935263f7c5610aec81dae6de914"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03400",
    "kind": "arxiv",
    "version": 2
  }
}