Pith Number

pith:ZVCWOI76

pith:2026:ZVCWOI76CP43GQ7RRPLSFY66H3

not attested not anchored not stored refs pending

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations

Alankar Atreya, Cristovao Iglesias, Devesh Batra, Giulio Pelosio, Greig A. Cowan, Michael McMillan, Patrick Sinclair, Raad Khraishi, Robert Hankache, Stefan Wagner

arxiv:2607.26060 v1 · 2026-05-15 · cs.CL · 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{ZVCWOI76CP43GQ7RRPLSFY66H3}

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	2026-07-30T00:08:16.558700Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

cd456723fe13f9b343f18bd722e3de3ee21dd38cdf4485547dcc0a7a49db0dd5

Aliases

arxiv: 2607.26060 · arxiv_version: 2607.26060v1 · doi: 10.48550/arxiv.2607.26060 · pith_short_12: ZVCWOI76CP43 · pith_short_16: ZVCWOI76CP43GQ7R · pith_short_8: ZVCWOI76

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/ZVCWOI76CP43GQ7RRPLSFY66H3 \
  | 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: cd456723fe13f9b343f18bd722e3de3ee21dd38cdf4485547dcc0a7a49db0dd5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd2f8066b9c5675918a661c9b2a544b00eca051cb380f7266b2aa455a8ccecbd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-15T15:40:11Z",
    "title_canon_sha256": "ec8c449d413b03a35026076ab0037594f022c2c92d19606e0d6c7d8ee002aae9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.26060",
    "kind": "arxiv",
    "version": 1
  }
}