Pith Number

pith:3VHDQYGD

pith:2025:3VHDQYGDA5UV6TG4NEPE4XARGL

not attested not anchored not stored refs pending

MedBioLM: Optimizing Medical and Biological QA with Fine-Tuned Large Language Models and Retrieval-Augmented Generation

Seonok Kim

arxiv:2502.03004 v1 · 2025-02-05 · 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{3VHDQYGDA5UV6TG4NEPE4XARGL}

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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

4 papers in Pith

Aligning Clinical Needs and AI Capabilities: A Survey on LLMs for Medical Reasoning

What Makes a Medical Checker Trainable? Diagnosing Signal Collapse and Reward Hacking in Checker-Guided RAG for Biomedical QA

Perovskite-R1: a domain-specialized large language model for intelligent discovery of precursor additives and experimental design

CLIN-LLM: A Safety-Constrained Hybrid Framework for Clinical Diagnosis and Treatment Generation

Receipt and verification

First computed	2026-07-05T10:09:58.100548Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd4e3860c307695f4cdc691e4e5c1132c3e83618de1dc9b0ac0b56fbba1ddc19

Aliases

arxiv: 2502.03004 · arxiv_version: 2502.03004v1 · doi: 10.48550/arxiv.2502.03004 · pith_short_12: 3VHDQYGDA5UV · pith_short_16: 3VHDQYGDA5UV6TG4 · pith_short_8: 3VHDQYGD

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/3VHDQYGDA5UV6TG4NEPE4XARGL \
  | 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: dd4e3860c307695f4cdc691e4e5c1132c3e83618de1dc9b0ac0b56fbba1ddc19

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b1a80b3052918a040b7495fed764190d888f9dc315d88c7dc286fc6dd87f3dd7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-05T08:58:35Z",
    "title_canon_sha256": "3092b1caa633ebf9efe579b865a5322516544ddd2de5c82782488bcaf744d27e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03004",
    "kind": "arxiv",
    "version": 1
  }
}