Pith Number

pith:CYBW3MU4

pith:2025:CYBW3MU46WTWBEP25I5LYERVB7

not attested not anchored not stored refs pending

Large Language Models with Temporal Reasoning for Longitudinal Clinical Summarization and Prediction

Bingsheng Yao, Dakuo Wang, Elizabeth Goldberg, Maya Kruse, Nicholas Derby, Samantha Stonbraker, Shiyue Hu, Yanjun Gao, Yifu Wu

arxiv:2501.18724 v3 · 2025-01-30 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CYBW3MU46WTWBEP25I5LYERVB7}

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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

LiFT: Does Instruction Fine-Tuning Improve In-Context Learning for Longitudinal Modelling by Large Language Models?

TrajOnco: a multi-agent framework for temporal reasoning over longitudinal EHR for multi-cancer early detection

Receipt and verification

First computed	2026-07-05T12:05:12.573563Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

16036db29cf5a76091faea3abc12350fe725ecfd56ff68944f66bd919c4b1498

Aliases

arxiv: 2501.18724 · arxiv_version: 2501.18724v3 · doi: 10.48550/arxiv.2501.18724 · pith_short_12: CYBW3MU46WTW · pith_short_16: CYBW3MU46WTWBEP2 · pith_short_8: CYBW3MU4

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/CYBW3MU46WTWBEP25I5LYERVB7 \
  | 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: 16036db29cf5a76091faea3abc12350fe725ecfd56ff68944f66bd919c4b1498

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33ec55ea6b4b537329d73994ee8bb3268ca13c817ac0f0585f1bf6c100344a4e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-30T19:58:45Z",
    "title_canon_sha256": "e6c4ccd9d6593261fe280831ca7d0a338c3221ffed6cfd6301a4afca6287640e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.18724",
    "kind": "arxiv",
    "version": 3
  }
}