Pith Number

pith:CQYNCQLV

pith:2025:CQYNCQLVMCSGNMFXNRK5WU4MLP

not attested not anchored not stored refs pending

Enhancing LLMs' Clinical Reasoning with Real-World Data from a Nationwide Sepsis Registry

Chaeeun Shim, Chae-Man Lim, Chami Im, Dong-Wan Kang, Edward Choi, Eu Suk Kim, Gee Young Suh, Han-Gil Jeong, Hee-Joon Bae, Hong Bin Kim, Junu Kim, Kyoung-Ho Song, Sejoong Kim, Seong Jin Choi, Song Mi Moon, Sungjin Park, Sung Yoon Lim, Su Yeon Lee, Yong Soo Kim

arxiv:2505.02722 v1 · 2025-05-05 · cs.AI · 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{CQYNCQLVMCSGNMFXNRK5WU4MLP}

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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

Training LLMs for EHR-Based Reasoning Tasks via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:58:41.996769Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1430d1417560a466b0b76c55db538c5bd7c4ce6b4a1457264369d720d3545b81

Aliases

arxiv: 2505.02722 · arxiv_version: 2505.02722v1 · doi: 10.48550/arxiv.2505.02722 · pith_short_12: CQYNCQLVMCSG · pith_short_16: CQYNCQLVMCSGNMFX · pith_short_8: CQYNCQLV

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/CQYNCQLVMCSGNMFXNRK5WU4MLP \
  | 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: 1430d1417560a466b0b76c55db538c5bd7c4ce6b4a1457264369d720d3545b81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f4a9fdbd8ef516fafa12cbcb208661679682239320f67d86e2f22c3406ed5f5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-05T15:23:47Z",
    "title_canon_sha256": "2eefa1ef4c6f9d2e2795a2908717062780883cc39e54fac04392f04d6ae1d3e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.02722",
    "kind": "arxiv",
    "version": 1
  }
}