Pith Number

pith:DFIXWE3S

pith:2023:DFIXWE3SU4TCJ6DCOZKGC6TFI5

not attested not anchored not stored refs pending

HuatuoGPT-II, One-stage Training for Medical Adaption of LLMs

Anningzhe Gao, Benyou Wang, Chuyi Kong, Dingjie Song, Feng Jiang, Haizhou Li, Hongbo Zhang, Jianquan Li, Junying Chen, Ke Ji, Shunian Chen, Wenya Xie, Xiang Wan, Xidong Wang

arxiv:2311.09774 v2 · 2023-11-16 · cs.CL · 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{DFIXWE3SU4TCJ6DCOZKGC6TFI5}

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

9 papers in Pith

PACT: Learning Diverse Diagnostic Strategies via Privileged Synthesis and Branch Consensus

ClinicalMC: A Benchmark for Multi-Course Clinical Decision-Making with Large Language Models

Fully Open Meditron: An Auditable Pipeline for Clinical LLMs

C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning

Freeze Deep, Train Shallow: Interpretable Layer Allocation for Continued Pre-Training

Receipt and verification

First computed	2026-07-05T09:06:56.057811Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19517b1372a72624f8627654617a654764212a5d87b965f1d2c628b15825af03

Aliases

arxiv: 2311.09774 · arxiv_version: 2311.09774v2 · doi: 10.48550/arxiv.2311.09774 · pith_short_12: DFIXWE3SU4TC · pith_short_16: DFIXWE3SU4TCJ6DC · pith_short_8: DFIXWE3S

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/DFIXWE3SU4TCJ6DCOZKGC6TFI5 \
  | 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: 19517b1372a72624f8627654617a654764212a5d87b965f1d2c628b15825af03

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "852f6919ee95c5a7bb30c6f7f2decdfd2888cc0cd72590a7911987d863ccf8dc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-16T10:56:24Z",
    "title_canon_sha256": "8102bfcfd837c5abed163c9b8ca104ce2e079b8fbe01c2af1a3d74419e643e1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09774",
    "kind": "arxiv",
    "version": 2
  }
}