Pith Number

pith:2N3NIJNO

pith:2024:2N3NIJNOMTBVEMQECMXIETNAAV

not attested not anchored not stored refs pending

Enhancing LLMs for Impression Generation in Radiology Reports through a Multi-Agent System

Fang Zeng, Quanzheng Li, Xiang Li, Zhiliang Lyu

arxiv:2412.06828 v1 · 2024-12-06 · 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{2N3NIJNOMTBVEMQECMXIETNAAV}

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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

LLaMA-XR: A Novel Framework for Radiology Report Generation using LLaMA and QLoRA Fine Tuning

Receipt and verification

First computed	2026-07-05T09:46:57.796958Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d376d425ae64c3523204132e824da0056f66780b305c5dcac66a43cb185f06e3

Aliases

arxiv: 2412.06828 · arxiv_version: 2412.06828v1 · doi: 10.48550/arxiv.2412.06828 · pith_short_12: 2N3NIJNOMTBV · pith_short_16: 2N3NIJNOMTBVEMQE · pith_short_8: 2N3NIJNO

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/2N3NIJNOMTBVEMQECMXIETNAAV \
  | 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: d376d425ae64c3523204132e824da0056f66780b305c5dcac66a43cb185f06e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df215b4b99d21bb69d818e6ba10bccb241cb35889b1d1c1e5acbb0104b17a6b9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-06T21:33:03Z",
    "title_canon_sha256": "03a9a15131e06d966f913f7e4679923fd39f6992802e75e05101d87b17c9297a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06828",
    "kind": "arxiv",
    "version": 1
  }
}