Pith. sign in
Pith Number

pith:CMGKLRJI

pith:2025:CMGKLRJIGKA6KTHS2XPQZRFKUW
not attested not anchored not stored refs pending

Lightweight Language Models are Prone to Reasoning Errors for Complex Computational Phenotyping Tasks

David Maughan, Sarah Pungitore, Shashank Yadav, Vignesh Subbian

arxiv:2507.23146 v2 · 2025-07-30 · q-bio.QM

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CMGKLRJIGKA6KTHS2XPQZRFKUW}

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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.
Receipt and verification
First computed 2026-06-08T01:05:02.154370Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

130ca5c5283281e54cf2d5df0cc4aaa589bbddc8019770ceef1330b0e71b6afe

Aliases

arxiv: 2507.23146 · arxiv_version: 2507.23146v2 · doi: 10.48550/arxiv.2507.23146 · pith_short_12: CMGKLRJIGKA6 · pith_short_16: CMGKLRJIGKA6KTHS · pith_short_8: CMGKLRJI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CMGKLRJIGKA6KTHS2XPQZRFKUW \
  | 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: 130ca5c5283281e54cf2d5df0cc4aaa589bbddc8019770ceef1330b0e71b6afe
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5f49336cd894756e45d98ff925e72dd65846af0939625beff84d52f61abfd597",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.QM",
    "submitted_at": "2025-07-30T22:48:34Z",
    "title_canon_sha256": "19f8255a9e554ea973ac65eb2ebee0063b9aef93de0194738c6f270ea215ed3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.23146",
    "kind": "arxiv",
    "version": 2
  }
}