Pith Number

pith:O5EV4FA3

pith:2024:O5EV4FA3S5FPEJ4LT2NWPJZHID

not attested not anchored not stored refs pending

From General to Specific: Tailoring Large Language Models for Personalized Healthcare

Hong Huang, Kai Zhao, Kehan Yin, Ruize Shi, Wei Zhou, Yun Zhao

arxiv:2412.15957 v1 · 2024-12-20 · cs.CL · cs.AI · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O5EV4FA3S5FPEJ4LT2NWPJZHID}

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

MedReadCtrl: Personalizing medical text generation with readability-controlled instruction learning

Receipt and verification

First computed	2026-07-05T09:52:32.534792Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77495e141b974af2278b9e9b67a72740c92e83bb6e93d76a0caef593eb53a589

Aliases

arxiv: 2412.15957 · arxiv_version: 2412.15957v1 · doi: 10.48550/arxiv.2412.15957 · pith_short_12: O5EV4FA3S5FP · pith_short_16: O5EV4FA3S5FPEJ4L · pith_short_8: O5EV4FA3

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/O5EV4FA3S5FPEJ4LT2NWPJZHID \
  | 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: 77495e141b974af2278b9e9b67a72740c92e83bb6e93d76a0caef593eb53a589

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6812ca293614f11dd70ad15716488c1da0ab901ee7e6e86fb2bfb134c958a558",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-20T14:51:12Z",
    "title_canon_sha256": "134f44806e00f3cdfde005d925528699a61935ccd40a2ecb22694cbbfa8322a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15957",
    "kind": "arxiv",
    "version": 1
  }
}