Pith Number

pith:PGC5ZGQV

pith:2023:PGC5ZGQV6M4ZR5C7FY5L3CBGMB

not attested not anchored not stored refs pending

Parameter-Efficient Fine-Tuning of LLaMA for the Clinical Domain

Aryo Pradipta Gema, Beatrice Alex, Luke Daines, Pasquale Minervini, Tom Hope

arxiv:2307.03042 v3 · 2023-07-06 · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PGC5ZGQV6M4ZR5C7FY5L3CBGMB}

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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

Data-Centric Foundation Models in Computational Healthcare: A Survey

Receipt and verification

First computed	2026-07-05T08:29:16.402308Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7985dc9a15f33998f45f2e3abd88266072e7f9a151d5afdf0e6dcb0d1b271946

Aliases

arxiv: 2307.03042 · arxiv_version: 2307.03042v3 · doi: 10.48550/arxiv.2307.03042 · pith_short_12: PGC5ZGQV6M4Z · pith_short_16: PGC5ZGQV6M4ZR5C7 · pith_short_8: PGC5ZGQV

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/PGC5ZGQV6M4ZR5C7FY5L3CBGMB \
  | 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: 7985dc9a15f33998f45f2e3abd88266072e7f9a151d5afdf0e6dcb0d1b271946

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c580b71e38e0bbaa839307b59f2efc09cb462e250ad13c66620eedcd97d42649",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-07-06T15:06:41Z",
    "title_canon_sha256": "e04f245fdd2b0b4767f15da0cf5f6b5f77a646a33e6d7ebba5da7f7396a3ff86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.03042",
    "kind": "arxiv",
    "version": 3
  }
}