Pith Number

pith:LWMOAZKV

pith:2025:LWMOAZKVVEUOOZXF2TCHIVFPH6

not attested not anchored not stored refs pending

Red Teaming Large Language Models for Healthcare

Abhishek Jaiswal, Ajay Shah, Allan Pang, Amrit Krishnan, Anirudh Gangadhar, Anshul Pattoo, Atousa Assadi, Aviraj Newatia, Babak Taati, Balagopal Unnikrishnan, Bogdana Rakova, Christopher Khoury, David Pellow, Diana Prepelita, Gabriel Funingana, I\~nigo Urteaga, Jennifer Bell, Jim Fackler, Kaden McKeen, Kaivalya Deshpande, Khashayar Namdar, Mark Coatsworth, Michael Cooper, Rafael Schulman, Rahul G Krishnan, Randy Lin, Saba Sadatamin, Sameer Peesapati, Sara Naimimohasses, Spencer Gable-Cook, Stephanie Williams, Sumanth Kaja, Syed Ahmar Shah, Syed Azhar Shah, Vahid Balazadeh

arxiv:2505.00467 v2 · 2025-05-01 · cs.CL · 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{LWMOAZKVVEUOOZXF2TCHIVFPH6}

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

Addressing Benchmarking Gaps in Large Language Models for Health and Medicine with Dynamic Red-Teaming

Receipt and verification

First computed	2026-07-05T11:35:34.977684Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d98e06555a928e766e5d4c47454af3f8f7bc6d33c41181f99a104137b3fe9a5

Aliases

arxiv: 2505.00467 · arxiv_version: 2505.00467v2 · doi: 10.48550/arxiv.2505.00467 · pith_short_12: LWMOAZKVVEUO · pith_short_16: LWMOAZKVVEUOOZXF · pith_short_8: LWMOAZKV

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/LWMOAZKVVEUOOZXF2TCHIVFPH6 \
  | 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: 5d98e06555a928e766e5d4c47454af3f8f7bc6d33c41181f99a104137b3fe9a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba2082822cb0730992e737b42489e96f5dc2ba83cc0260373fc449c308bd4753",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-01T11:43:27Z",
    "title_canon_sha256": "8699e291abaf13ea0b0882615620874e53330b20c5c46b487774da23ad05fcc1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.00467",
    "kind": "arxiv",
    "version": 2
  }
}