Pith Number

pith:J7TFPIKQ

pith:2024:J7TFPIKQF4IIGHHRAJW546V22T

not attested not anchored not stored refs pending

MedFuzz: Exploring the Robustness of Large Language Models in Medical Question Answering

Carey E. Priebe, Eric Horvitz, Hayden Helm, Junaid Bajwa, Katie Matton, Robert Osazuwa Ness, Sheng Zhang

arxiv:2406.06573 v2 · 2024-06-03 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{J7TFPIKQF4IIGHHRAJW546V22T}

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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

3 papers in Pith

When Large Language Models Fail in Healthcare: Evaluating Sensitivity to Prompt Variations

Ask Patients with Patience: Enabling LLMs for Human-Centric Medical Dialogue with Grounded Reasoning

MedDialBench: Benchmarking LLM Diagnostic Robustness under Parametric Adversarial Patient Behaviors

Receipt and verification

First computed	2026-07-05T09:01:35.224264Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4fe657a1502f10831cf1026dde7abad4e0af0f44bdd8352a5a4f90cdae63f57d

Aliases

arxiv: 2406.06573 · arxiv_version: 2406.06573v2 · doi: 10.48550/arxiv.2406.06573 · pith_short_12: J7TFPIKQF4II · pith_short_16: J7TFPIKQF4IIGHHR · pith_short_8: J7TFPIKQ

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/J7TFPIKQF4IIGHHRAJW546V22T \
  | 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: 4fe657a1502f10831cf1026dde7abad4e0af0f44bdd8352a5a4f90cdae63f57d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43b4e4a354f8590d7e598d9c2cb5497dddf9ff7019294c34f5f66da48052fddb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-03T18:15:56Z",
    "title_canon_sha256": "0689c01bd6b9fe751d55661c96bfddd7b5a172264fbb8c9dfdf9c79d8398c46c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.06573",
    "kind": "arxiv",
    "version": 2
  }
}