Pith Number

pith:CTP7HRXI

pith:2023:CTP7HRXINMFAF5PPEQJ33DHYAK

not attested not anchored not stored refs pending

Effectively Fine-tune to Improve Large Multimodal Models for Radiology Report Generation

Panpan Xu, Sungmin Hong, Yash Shah, Yuzhe Lu

arxiv:2312.01504 v1 · 2023-12-03 · cs.CV · cs.AI · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CTP7HRXINMFAF5PPEQJ33DHYAK}

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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

A Multimodal Multi-Agent Framework for Radiology Report Generation

Receipt and verification

First computed	2026-07-05T07:19:55.947625Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14dff3c6e86b0a02f5ef2413bd8cf802bd49ebe357bf0cbee27990c4919441e3

Aliases

arxiv: 2312.01504 · arxiv_version: 2312.01504v1 · doi: 10.48550/arxiv.2312.01504 · pith_short_12: CTP7HRXINMFA · pith_short_16: CTP7HRXINMFAF5PP · pith_short_8: CTP7HRXI

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/CTP7HRXINMFAF5PPEQJ33DHYAK \
  | 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: 14dff3c6e86b0a02f5ef2413bd8cf802bd49ebe357bf0cbee27990c4919441e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6128585fb3105eaf9a92fb331e466108ec56bd2a94df8e15d18532437e8f37a6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-03T20:42:38Z",
    "title_canon_sha256": "ff7dd1de8862b4fe431dcd6aa933207e114a98d09717cd1c620620cd8a7b3953"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.01504",
    "kind": "arxiv",
    "version": 1
  }
}