Pith Number

pith:AW66XDV7

pith:2023:AW66XDV7YAULLVIIF72JB76YEJ

not attested not anchored not stored refs pending

A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics

Erik Cambria, Kai He, Mengling Feng, Qika Lin, Rui Mao, Xiang Lan, Yucheng Ruan

arxiv:2310.05694 v3 · 2023-10-09 · cs.CL

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\usepackage{pith}
\pithnumber{AW66XDV7YAULLVIIF72JB76YEJ}

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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

6 papers in Pith

UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA

Position: Hippocampal Explicit Memory Is the Cornerstone for AGI

Data-Centric Foundation Models in Computational Healthcare: A Survey

A Survey on the Memory Mechanism of Large Language Model based Agents

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Receipt and verification

First computed	2026-07-05T10:05:40.136492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

05bdeb8ebfc028b5d5082ff490ffd8224c7b715e7f8d32056f9cc713f3d4e6fb

Aliases

arxiv: 2310.05694 · arxiv_version: 2310.05694v3 · doi: 10.48550/arxiv.2310.05694 · pith_short_12: AW66XDV7YAUL · pith_short_16: AW66XDV7YAULLVII · pith_short_8: AW66XDV7

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/AW66XDV7YAULLVIIF72JB76YEJ \
  | 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: 05bdeb8ebfc028b5d5082ff490ffd8224c7b715e7f8d32056f9cc713f3d4e6fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1075dc1677709f4b03ec44e3351bef4df4b5ddd11e63c92865239daddb715250",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-09T13:15:23Z",
    "title_canon_sha256": "56e135c120e407148a4255a2bc037cd105dbdc1a805d644eb473b915fa10edf2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.05694",
    "kind": "arxiv",
    "version": 3
  }
}