Pith Number

pith:UHFGY2LY

pith:2024:UHFGY2LYNIGS5RICTISEN2IU7A

not attested not anchored not stored refs pending

A Demonstration of Adaptive Collaboration of Large Language Models for Medical Decision-Making

Chanwoo Park, Cristina Grau-Vilchez, Cynthia Breazeal, Daniel McDuff, Hae Won Park, Hyeonhoon Lee, Hyewon Jeong, Xuhai Xu, Yik Siu Chan, Yubin Kim

arxiv:2411.00248 v2 · 2024-10-31 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UHFGY2LYNIGS5RICTISEN2IU7A}

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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

2 papers in Pith

Modeling Clinical Concern Trajectories in Language Model Agents

Human-LLM Dialogue Improves Diagnostic Accuracy in Emergency Care

Receipt and verification

First computed	2026-07-05T09:37:42.505832Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1ca6c69786a0d2ec5029a2446e914f8125cd895ff04bd97560e605063bc842e

Aliases

arxiv: 2411.00248 · arxiv_version: 2411.00248v2 · doi: 10.48550/arxiv.2411.00248 · pith_short_12: UHFGY2LYNIGS · pith_short_16: UHFGY2LYNIGS5RIC · pith_short_8: UHFGY2LY

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/UHFGY2LYNIGS5RICTISEN2IU7A \
  | 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: a1ca6c69786a0d2ec5029a2446e914f8125cd895ff04bd97560e605063bc842e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d45791cd5fe0989e3a0b9b4c00e252d27f3d21ffa777f1cbb674325e5bded42",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-31T22:58:08Z",
    "title_canon_sha256": "fda270167869060cb57a72f439de7cef00a7ccd0aa07fd863fd379485f8c4fec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.00248",
    "kind": "arxiv",
    "version": 2
  }
}