Pith Number

pith:VWELPAVG

pith:2024:VWELPAVGE5FMPSFUQ7QAIY3CS3

not attested not anchored not stored refs pending

Evaluating Large Language Models for Public Health Classification and Extraction Tasks

Amy Douglas, Fan Grayson, Galena Kuyumdzhieva, Hamish Mohammed, Harry Long, Holly Fountain, Jo Hardstaff, Joshua Harris, Kathryn Hopkins, Leo Loman, Lesley Larkin, Loes WalsGriffith, Luke Hounsome, Michael Borowitz, Samuel Collins, Stelios Georgiou, Steven Riley, Thomas Finnie, Timothy Laurence, Toby Nonnenmacher, Y-Ling Chi

arxiv:2405.14766 v2 · 2024-05-23 · 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{VWELPAVGE5FMPSFUQ7QAIY3CS3}

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	2026-07-05T10:16:58.444660Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad88b782a6274ac7c8b487e004636296ffb8df70ed491d70d3eebef330f5363a

Aliases

arxiv: 2405.14766 · arxiv_version: 2405.14766v2 · doi: 10.48550/arxiv.2405.14766 · pith_short_12: VWELPAVGE5FM · pith_short_16: VWELPAVGE5FMPSFU · pith_short_8: VWELPAVG

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/VWELPAVGE5FMPSFUQ7QAIY3CS3 \
  | 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: ad88b782a6274ac7c8b487e004636296ffb8df70ed491d70d3eebef330f5363a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bccaecb941d4031f49f7690179ff8f19a4822c6fae289626a43b217791d8236",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-23T16:33:18Z",
    "title_canon_sha256": "85904329a18e1b482750b08f7f2cee40f2881869c610531d3c39bb4772d4ea27"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14766",
    "kind": "arxiv",
    "version": 2
  }
}