Pith Number

pith:ZSLRFHIP

pith:2024:ZSLRFHIPCC52SPW4QZN26G3H6R

not attested not anchored not stored refs pending

When Raw Data Prevails: Are Large Language Model Embeddings Effective in Numerical Data Representation for Medical Machine Learning Applications?

Danielle Bitterman, Dmitriy Dligach, Majid Afshar, Matthew Churpek, Shan Chen, Skatje Myers, Timothy A Miller, Yanjun Gao

arxiv:2408.11854 v2 · 2024-08-15 · 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{ZSLRFHIPCC52SPW4QZN26G3H6R}

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

FoNE: Precise Single-Token Number Embeddings via Fourier Features

Receipt and verification

First computed	2026-07-05T09:09:25.195384Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc97129d0f10bba93edc865baf1b67f45bebd11afd7d16baf284fb1d315b2d3a

Aliases

arxiv: 2408.11854 · arxiv_version: 2408.11854v2 · doi: 10.48550/arxiv.2408.11854 · pith_short_12: ZSLRFHIPCC52 · pith_short_16: ZSLRFHIPCC52SPW4 · pith_short_8: ZSLRFHIP

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/ZSLRFHIPCC52SPW4QZN26G3H6R \
  | 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: cc97129d0f10bba93edc865baf1b67f45bebd11afd7d16baf284fb1d315b2d3a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e6d4f2f85e09d27731aded88bb3cd9217397134bd2c1433a34fd85bead66006",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-15T03:56:40Z",
    "title_canon_sha256": "43c30c78960cf52d26145dc95fae3be57692e1c050756c4c1d031e863dcd1586"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.11854",
    "kind": "arxiv",
    "version": 2
  }
}