Pith Number

pith:OWGSGDIO

pith:2022:OWGSGDIOJHHOOJSMWSVVUJIIOQ

not attested not anchored not stored refs pending

Semantic Decomposition Improves Learning of Large Language Models on EHR Data

Anna L. Decker, David A. Bloore, Jacob Oppenheim, Romane Gauriau

arxiv:2212.06040 v1 · 2022-11-14 · cs.CL · 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{OWGSGDIOJHHOOJSMWSVVUJIIOQ}

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.

Receipt and verification

First computed	2026-07-05T05:24:22.007666Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

758d230d0e49cee7264cb4ab5a25087439db944fb1996a16533711ff36040fbe

Aliases

arxiv: 2212.06040 · arxiv_version: 2212.06040v1 · doi: 10.48550/arxiv.2212.06040 · pith_short_12: OWGSGDIOJHHO · pith_short_16: OWGSGDIOJHHOOJSM · pith_short_8: OWGSGDIO

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/OWGSGDIOJHHOOJSMWSVVUJIIOQ \
  | 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: 758d230d0e49cee7264cb4ab5a25087439db944fb1996a16533711ff36040fbe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4de488cc3e18cb4032707d82208f6a30a22d5ed8d0178fdcd24e3961255377d8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-11-14T14:59:16Z",
    "title_canon_sha256": "94863def68de53145cc3191eae18f2171490f23633db9c2e93436b30ddbe69a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.06040",
    "kind": "arxiv",
    "version": 1
  }
}