Pith Number

pith:2NKZLZ7Z

pith:2023:2NKZLZ7ZWKJNK7GH53WUY7SCPA

not attested not anchored not stored refs pending

SPeC: A Soft Prompt-Based Calibration on Performance Variability of Large Language Model in Clinical Notes Summarization

Ruixiang Tang, Xia Hu, Xiaoqian Jiang, Yu-Neng Chuang

arxiv:2303.13035 v3 · 2023-03-23 · cs.CL · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2NKZLZ7ZWKJNK7GH53WUY7SCPA}

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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

Ontology-Constrained Generation of Domain-Specific Clinical Summaries

Receipt and verification

First computed	2026-07-05T06:37:31.991210Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d35595e7f9b292d57cc7eeed4c7e4278032274b00f82ea33ff129797fc161fe9

Aliases

arxiv: 2303.13035 · arxiv_version: 2303.13035v3 · doi: 10.48550/arxiv.2303.13035 · pith_short_12: 2NKZLZ7ZWKJN · pith_short_16: 2NKZLZ7ZWKJNK7GH · pith_short_8: 2NKZLZ7Z

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/2NKZLZ7ZWKJNK7GH53WUY7SCPA \
  | 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: d35595e7f9b292d57cc7eeed4c7e4278032274b00f82ea33ff129797fc161fe9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1795bbdfd89cab3ce6b06a6926e2622417d1508b75c4ffbfd5d06a8f49bc696e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-23T04:47:46Z",
    "title_canon_sha256": "937345e28aad37395f4465b27cfed21d65b2a3a18ae7cdc57eab5b6c5bb4fc2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.13035",
    "kind": "arxiv",
    "version": 3
  }
}