Pith Number

pith:Q2ZNBYXZ

pith:2026:Q2ZNBYXZLG3HMWKSOMWLCSUPBP

not attested not anchored not stored refs pending

Healthier LLMs: Retrieval-Augmented Generation for Public Health Question Answering

Bethany Pace-Bonello, Fan Grayson, Felix Feldman, Joshua Harris, Leo Loman, Michael Borowitz, Ollie Higgins, Poonam Soma, Timothy Laurence, Toby Nonnenmacher

arxiv:2607.06641 v1 · 2026-07-07 · 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{Q2ZNBYXZLG3HMWKSOMWLCSUPBP}

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	2026-07-09T00:19:21.465682Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86b2d0e2f959b6765952732cb14a8f0bdedf9bc587d19195007cebd58c330e1b

Aliases

arxiv: 2607.06641 · arxiv_version: 2607.06641v1 · doi: 10.48550/arxiv.2607.06641 · pith_short_12: Q2ZNBYXZLG3H · pith_short_16: Q2ZNBYXZLG3HMWKS · pith_short_8: Q2ZNBYXZ

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/Q2ZNBYXZLG3HMWKSOMWLCSUPBP \
  | 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: 86b2d0e2f959b6765952732cb14a8f0bdedf9bc587d19195007cebd58c330e1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d61f993d7c1dea4e193bab828d3ab5f7eb8571d4cf7f69af287a61096c6a437",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-07T14:47:42Z",
    "title_canon_sha256": "198c630ec9356e02cc483a77c6e442ecb63edfc50eebc41e516b9810be0438df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.06641",
    "kind": "arxiv",
    "version": 1
  }
}