Pith Number

pith:PMI7K22Q

pith:2025:PMI7K22QU33FM7PXDI2HCLPOYX

not attested not anchored not stored refs pending

Beyond Distillation: Pushing the Limits of Medical LLM Reasoning with Minimalist Rule-Based RL

Che Liu, Daniel Rueckert, Fangzhen Lin, Haozhe Wang, Jiazhen Pan, Rossella Arcucci, Wenjia Bai, Yong Dai, Zhongwei Wan

arxiv:2505.17952 v1 · 2025-05-23 · 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{PMI7K22QU33FM7PXDI2HCLPOYX}

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

4 papers in Pith

UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA

Medical Reasoning with Large Language Models: A Survey and MR-Bench

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

Evo-MedAgent: Beyond One-Shot Diagnosis with Agents That Remember, Reflect, and Improve

Receipt and verification

First computed	2026-07-05T11:08:34.231420Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b11f56b50a6f6567df71a34712deec5df5dfeba3acb5013211b8b180ccd96c0

Aliases

arxiv: 2505.17952 · arxiv_version: 2505.17952v1 · doi: 10.48550/arxiv.2505.17952 · pith_short_12: PMI7K22QU33F · pith_short_16: PMI7K22QU33FM7PX · pith_short_8: PMI7K22Q

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/PMI7K22QU33FM7PXDI2HCLPOYX \
  | 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: 7b11f56b50a6f6567df71a34712deec5df5dfeba3acb5013211b8b180ccd96c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba31ec7df7d1ecec7a5007b8cb26001250f7e5c0891d2ad620d55c96b53f4cdb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-23T14:27:37Z",
    "title_canon_sha256": "cec6c24f240bc8a296343df551aed83762bd4d641e6a2613477d1740bd26f586"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17952",
    "kind": "arxiv",
    "version": 1
  }
}