Pith Number

pith:U3HMNAXG

pith:2023:U3HMNAXGH4KOQDMUQOXHY7LO3P

not attested not anchored not stored refs pending

Large Language Models are Few-Shot Health Learners

Daniel McDuff, Geza Kovacs, Isaac Galatzer-Levy, Jacob Sunshine, Jiening Zhan, Ming-Zher Poh, Paolo Di Achille, Shun Liao, Shwetak Patel, Xin Liu

arxiv:2305.15525 v1 · 2023-05-24 · cs.CL · 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{U3HMNAXGH4KOQDMUQOXHY7LO3P}

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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

11 papers in Pith

Foundation Models for Epileptogenic Zone Identification in Drug-Resistant Epilepsy

WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning

RPO-PDT: Demonstrating Role-Play-Based Knowledge Adaptation for Student Support Dialogue (Demonstration System)

TiWeaver: Unified Temporal Dynamics Modeling via Contextual Patching

RAPTOR+: A Visually Grounded Vision-Language Framework to Improve Clinical Trust and Auditability in Automated Cancer Referral Processing

Receipt and verification

First computed	2026-07-05T06:13:41.539398Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a6cec682e63f14e80d9483ae7c7d6edbf020d3ef0a0ddc1e84605d944a5929ea

Aliases

arxiv: 2305.15525 · arxiv_version: 2305.15525v1 · doi: 10.48550/arxiv.2305.15525 · pith_short_12: U3HMNAXGH4KO · pith_short_16: U3HMNAXGH4KOQDMU · pith_short_8: U3HMNAXG

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/U3HMNAXGH4KOQDMUQOXHY7LO3P \
  | 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: a6cec682e63f14e80d9483ae7c7d6edbf020d3ef0a0ddc1e84605d944a5929ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1a8ed6d85c44baff3b798ad6862205d4f0348627a69a02214939d95c4844cb0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-24T19:25:16Z",
    "title_canon_sha256": "c217f20dce5f57274309cb91d51947452c3bc59530d209d5b5ec7675ce1ce606"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.15525",
    "kind": "arxiv",
    "version": 1
  }
}