Pith Number

pith:LBMHD7JP

pith:2024:LBMHD7JPMXJOC45DV4KHTDSS2S

not attested not anchored not stored refs pending

Fine-tuning Large Language Model (LLM) Artificial Intelligence Chatbots in Ophthalmology and LLM-based evaluation using GPT-4

Daniel Lim, Daniel Shu Wei Ting, Joshua Lim, Kabilan Elangovan, Li Yong, Liyuan Jin, Nan Liu, Stanley Poh, Ting Fang Tan, Wei Yan Ng, Yao Jie, Yuhe Ke

arxiv:2402.10083 v1 · 2024-02-15 · cs.AI

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

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\usepackage{pith}
\pithnumber{LBMHD7JPMXJOC45DV4KHTDSS2S}

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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

Development and Preliminary Evaluation of a Domain-Specific Large Language Model for Tuberculosis Care in South Africa

Receipt and verification

First computed	2026-07-05T07:45:41.203403Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

585871fd2f65d2e173a3af14798e52d4a3d6b972480f08702d858c99f35edd28

Aliases

arxiv: 2402.10083 · arxiv_version: 2402.10083v1 · doi: 10.48550/arxiv.2402.10083 · pith_short_12: LBMHD7JPMXJO · pith_short_16: LBMHD7JPMXJOC45D · pith_short_8: LBMHD7JP

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/LBMHD7JPMXJOC45DV4KHTDSS2S \
  | 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: 585871fd2f65d2e173a3af14798e52d4a3d6b972480f08702d858c99f35edd28

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ca37d46debeee6a596665148f9a10fdb8b72d672cae445ccbb2d6dd2635626d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-15T16:43:41Z",
    "title_canon_sha256": "e0e79bda013a70a05ef5352d253c078c8fd13cabced2b3bacec2ddebae89211e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10083",
    "kind": "arxiv",
    "version": 1
  }
}