Pith Number

pith:4ILTZ6HV

pith:2025:4ILTZ6HVEGHHU2RSYWSHZRU7HV

not attested not anchored not stored refs pending

The challenge of uncertainty quantification of large language models in medicine

Ali Soroush, Aref Mahjoubfar, Nariman Naderi, Peter R. Lewis, Seyed Amir Ahmad Safavi-Naini, Thomas R. Savage, Zahra Atf

arxiv:2504.05278 v1 · 2025-04-07 · 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{4ILTZ6HVEGHHU2RSYWSHZRU7HV}

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

3 papers in Pith

Aligning Clinical Needs and AI Capabilities: A Survey on LLMs for Medical Reasoning

MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction

Receipt and verification

First computed	2026-07-05T10:45:36.748294Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2173cf8f5218e7a6a32c5a47cc69f3d5c90aa477a4cd5c945a56a8dc85502c6

Aliases

arxiv: 2504.05278 · arxiv_version: 2504.05278v1 · doi: 10.48550/arxiv.2504.05278 · pith_short_12: 4ILTZ6HVEGHH · pith_short_16: 4ILTZ6HVEGHHU2RS · pith_short_8: 4ILTZ6HV

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/4ILTZ6HVEGHHU2RSYWSHZRU7HV \
  | 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: e2173cf8f5218e7a6a32c5a47cc69f3d5c90aa477a4cd5c945a56a8dc85502c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ba4f66f790c39fa217c8ccce4e0dbd5a96705087109488baec9bda4996601e8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-04-07T17:24:11Z",
    "title_canon_sha256": "5e3f0af1a55ecee8a3ee637bade09c911f01e72ee1274f7b5366b36734da2071"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.05278",
    "kind": "arxiv",
    "version": 1
  }
}