Pith Number

pith:7M6D5KXA

pith:2024:7M6D5KXAOPSNWXP4WIMTCRCU2M

not attested not anchored not stored refs pending

Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches

Ahmed Al-Mahrooqi, Avani Gupta, Bhargav Kanakiya, Boulbaba Ben Amor, Charles Chen, Cl\'ement Christophe, Gurpreet Gosal, Marco AF Pimentel, Muhammad Umar Salman, Nasir Hayat, Natalia Vassilieva, Prateek Munjal, Praveen K Kanithi, Ronnie Rajan, Shadab Khan, Tathagata Raha

arxiv:2404.14779 v1 · 2024-04-23 · cs.CL

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\usepackage{pith}
\pithnumber{7M6D5KXAOPSNWXP4WIMTCRCU2M}

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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

5 papers in Pith

Conformal Selective Acting: Anytime-Valid Risk Control for RLVR-Trained LLMs

PrinciplismQA: A Philosophy-Grounded Approach to Assessing LLM-Human Clinical Medical Ethics Alignment

MediEval: A Unified Medical Benchmark for Patient-Contextual and Knowledge-Grounded Reasoning in LLMs

HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Towards the Next Frontier of LLMs, Training on Private Data: A Cross-Domain Benchmark for Federated Fine-Tuning

Receipt and verification

First computed	2026-07-05T08:11:10.097505Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb3c3eaae073e4db5dfcb219314454d32784588277763807e535c97613645c89

Aliases

arxiv: 2404.14779 · arxiv_version: 2404.14779v1 · doi: 10.48550/arxiv.2404.14779 · pith_short_12: 7M6D5KXAOPSN · pith_short_16: 7M6D5KXAOPSNWXP4 · pith_short_8: 7M6D5KXA

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/7M6D5KXAOPSNWXP4WIMTCRCU2M \
  | 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: fb3c3eaae073e4db5dfcb219314454d32784588277763807e535c97613645c89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0105828b9c17774408834705750cf6665c46fdfdef6fb8d082600240b6153e8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-23T06:36:21Z",
    "title_canon_sha256": "4cbc058b8f82d6ef352e024f0a7bc4f99aa3af6798c9d95cb3162a981df9fe91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.14779",
    "kind": "arxiv",
    "version": 1
  }
}