Pith Number

pith:BYVH62TU

pith:2024:BYVH62TU3EYTYIQ7DOUC2546FO

not attested not anchored not stored refs pending

Fine Tuning Large Language Models for Medicine: The Role and Importance of Direct Preference Optimization

Abdessalem Boukil, Ekanath Rangan, Ivan Lopez, Jonathan H Chen, Stephen Ma, Thomas Savage, Vishwesh Patel

arxiv:2409.12741 v3 · 2024-09-19 · 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{BYVH62TU3EYTYIQ7DOUC2546FO}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

CLR-voyance: Reinforcing Open-Ended Reasoning for Inpatient Clinical Decision Support with Outcome-Aware Rubrics

Receipt and verification

First computed	2026-07-05T09:48:36.187080Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e2a7f6a74d9313c221f1ba82d779e2ba8c32994ff9e27c2b5256c08db26f885

Aliases

arxiv: 2409.12741 · arxiv_version: 2409.12741v3 · doi: 10.48550/arxiv.2409.12741 · pith_short_12: BYVH62TU3EYT · pith_short_16: BYVH62TU3EYTYIQ7 · pith_short_8: BYVH62TU

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/BYVH62TU3EYTYIQ7DOUC2546FO \
  | 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: 0e2a7f6a74d9313c221f1ba82d779e2ba8c32994ff9e27c2b5256c08db26f885

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c1860dc42bf9e109920c2e01ff1af62f96a9de558e32091ffc7f7a26393ee15",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-19T13:03:24Z",
    "title_canon_sha256": "9bcb2021834e262baa24fc00c517fb8f28c5f66aefa5eb7cac0fb8255eb0b8f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12741",
    "kind": "arxiv",
    "version": 3
  }
}