Pith Number

pith:NWBLL35Q

pith:2024:NWBLL35QVWBEDAEW6O7WSR4HUT

not attested not anchored not stored refs pending

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages

Bunyamin Keles, Murat Gunay, Raife Hizlan

arxiv:2412.10918 v1 · 2024-12-14 · cs.CL · 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{NWBLL35QVWBEDAEW6O7WSR4HUT}

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	2026-07-05T09:49:24.436080Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d82b5efb0ad82418096f3bf694787a4ed2fc3ed47e5385f27189182c76210f1

Aliases

arxiv: 2412.10918 · arxiv_version: 2412.10918v1 · doi: 10.48550/arxiv.2412.10918 · pith_short_12: NWBLL35QVWBE · pith_short_16: NWBLL35QVWBEDAEW · pith_short_8: NWBLL35Q

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/NWBLL35QVWBEDAEW6O7WSR4HUT \
  | 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: 6d82b5efb0ad82418096f3bf694787a4ed2fc3ed47e5385f27189182c76210f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "407cc51cbe3a07ff92bfdb62542c36a805853c95725aa43828733be3080079ca",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-14T18:10:29Z",
    "title_canon_sha256": "fe3abadbd971cc4e59ead18c1970ae884183a7b5978c936508386ddcc6c113b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10918",
    "kind": "arxiv",
    "version": 1
  }
}