Pith Number

pith:LTR3EXE3

pith:2026:LTR3EXE3Z24ZK4OMJ3KH67ZSPH

not attested not anchored not stored refs pending

Synthetic Consumer Insight Generation with Large Language Models

Pia. A. Albinsson, Stephen L. France

arxiv:2607.05761 v1 · 2026-07-07 · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LTR3EXE3Z24ZK4OMJ3KH67ZSPH}

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	2026-07-08T01:18:44.110961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ce3b25c9bceb99571cc4ed47f7f3279e958bb0c456c4525dfd75afac175ec72

Aliases

arxiv: 2607.05761 · arxiv_version: 2607.05761v1 · doi: 10.48550/arxiv.2607.05761 · pith_short_12: LTR3EXE3Z24Z · pith_short_16: LTR3EXE3Z24ZK4OM · pith_short_8: LTR3EXE3

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/LTR3EXE3Z24ZK4OMJ3KH67ZSPH \
  | 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: 5ce3b25c9bceb99571cc4ed47f7f3279e958bb0c456c4525dfd75afac175ec72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10d14d0c7b91a8ca5b0cfc1f8b3598ce9a94880675aa80192d8c94872ca4beef",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-07T02:38:41Z",
    "title_canon_sha256": "9f823a890fc6d1faea88e64c64bcbe13b7c7bfbb80f1a730fb2c8cb1cbef02f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.05761",
    "kind": "arxiv",
    "version": 1
  }
}