Pith Number

pith:5TUPF2YV

pith:2025:5TUPF2YVEO6A3VAFZKAUUFVQFE

not attested not anchored not stored refs pending

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study

Che Liu, Daniel Rueckert, Jiazhen Pan, Rossella Arcucci, Weixiang Shen, Wenjia Bai

arxiv:2507.11200 v2 · 2025-07-15 · cs.CV

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\usepackage{pith}
\pithnumber{5TUPF2YVEO6A3VAFZKAUUFVQFE}

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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

1 paper in Pith

Evaluation of Medical Vision Language Models HuluMed and MedGemma, and general purpose chatbots Gemma 3, ChatGPT Plus, and Claude Pro on real previously unseen wound images

Receipt and verification

First computed	2026-07-05T11:39:14.010345Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ece8f2eb1523bc0dd405ca814a16b02937cf79c35468c12ca944a0f0f1cfd104

Aliases

arxiv: 2507.11200 · arxiv_version: 2507.11200v2 · doi: 10.48550/arxiv.2507.11200 · pith_short_12: 5TUPF2YVEO6A · pith_short_16: 5TUPF2YVEO6A3VAF · pith_short_8: 5TUPF2YV

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/5TUPF2YVEO6A3VAFZKAUUFVQFE \
  | 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: ece8f2eb1523bc0dd405ca814a16b02937cf79c35468c12ca944a0f0f1cfd104

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "787ae56fb4f0d1426da2810caac87412fc93b75c7678c1a0808c0d053e4602fb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-15T11:12:39Z",
    "title_canon_sha256": "6a5f11d0d512081ed3962d49e70a047f48796ea3bdbe5ebd5b3decfc5ab25dfe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.11200",
    "kind": "arxiv",
    "version": 2
  }
}