Pith Number

pith:XAYI6NFW

pith:2023:XAYI6NFWEY6RJ3O32EPQD6IPNJ

not attested not anchored not stored refs pending

Med-HALT: Medical Domain Hallucination Test for Large Language Models

Ankit Pal, Logesh Kumar Umapathi, Malaikannan Sankarasubbu

arxiv:2307.15343 v2 · 2023-07-28 · cs.CL · cs.AI · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{XAYI6NFWEY6RJ3O32EPQD6IPNJ}

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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

12 papers in Pith

Evaluating Hallucinations in Domain-Adapted Large Language Models

MedHal-Loc: Are "Explainable-by-Architecture" Medical Hallucination Detectors Faithful Localizers? A Localization Benchmark

Ten Headache Specialists versus Artificial Intelligence for Clinical Literature Summarization: A Critical Evaluation and Comparison

Med-HEAL: Analyzing and Mitigating Hallucinations in Medical LLMs with Hallucination-Aware In-Context Learning

Data-Centric Foundation Models in Computational Healthcare: A Survey

Receipt and verification

First computed	2026-07-05T07:01:04.082399Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8308f34b6263d14eddbd11f01f90f6a45fafd7ee6455ebf7a4dafb6917f0fe5

Aliases

arxiv: 2307.15343 · arxiv_version: 2307.15343v2 · doi: 10.48550/arxiv.2307.15343 · pith_short_12: XAYI6NFWEY6R · pith_short_16: XAYI6NFWEY6RJ3O3 · pith_short_8: XAYI6NFW

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/XAYI6NFWEY6RJ3O32EPQD6IPNJ \
  | 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: b8308f34b6263d14eddbd11f01f90f6a45fafd7ee6455ebf7a4dafb6917f0fe5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2d079ff87c3955b6a95c9ab2ab8f7bde93b518c4596faefd4a6d1ac2f106c89",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-07-28T06:43:04Z",
    "title_canon_sha256": "59dfbde1d7fbc5194b055c057dc612bd5f21a32de778e0ee3545853d2bc5888e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.15343",
    "kind": "arxiv",
    "version": 2
  }
}