Pith Number

pith:J5INDAP7

pith:2023:J5INDAP7NOBZHU6VTOLYUA7RLI

not attested not anchored not stored refs pending

Language Models are Few-shot Learners for Prognostic Prediction

Kevin Brown, Mariann Micsinai Balan, Zekai Chen

arxiv:2302.12692 v4 · 2023-02-24 · cs.CL · cs.AI · cs.LG · q-bio.QM

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J5INDAP7NOBZHU6VTOLYUA7RLI}

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

1 paper in Pith

LLMs-Healthcare : Current Applications and Challenges of Large Language Models in various Medical Specialties

Receipt and verification

First computed	2026-07-05T06:07:09.790464Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f50d181ff6b8393d3d59b978a03f15a0777c81c9ffdda1651fe3162d85d5078

Aliases

arxiv: 2302.12692 · arxiv_version: 2302.12692v4 · doi: 10.48550/arxiv.2302.12692 · pith_short_12: J5INDAP7NOBZ · pith_short_16: J5INDAP7NOBZHU6V · pith_short_8: J5INDAP7

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/J5INDAP7NOBZHU6VTOLYUA7RLI \
  | 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: 4f50d181ff6b8393d3d59b978a03f15a0777c81c9ffdda1651fe3162d85d5078

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "192578dad71dc35b3d9274478b329fdead09f7572ce518361201b4a6e017074c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "q-bio.QM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-02-24T15:35:36Z",
    "title_canon_sha256": "fe9c7ae4571575f45da83696464e02817660ccfcd372f8f674a7d883556ceff4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.12692",
    "kind": "arxiv",
    "version": 4
  }
}