Pith Number

pith:4B2E6RYO

pith:2025:4B2E6RYOWW26KJJNKIAWROAPI5

not attested not anchored not stored refs pending

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG

Lars Carlsson, Mohammad Loni, Muhammed Rizwan

arxiv:2505.17156 v1 · 2025-05-22 · 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{4B2E6RYOWW26KJJNKIAWROAPI5}

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.

Cited by

1 paper in Pith

POPI: Personalizing LLMs via Optimized Natural Language Preference Inference

Receipt and verification

First computed	2026-07-05T11:07:48.050693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0744f470eb5b5e5252d520168b80f475e028c7fb98a87865f9ce3d1fee1e92e

Aliases

arxiv: 2505.17156 · arxiv_version: 2505.17156v1 · doi: 10.48550/arxiv.2505.17156 · pith_short_12: 4B2E6RYOWW26 · pith_short_16: 4B2E6RYOWW26KJJN · pith_short_8: 4B2E6RYO

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/4B2E6RYOWW26KJJNKIAWROAPI5 \
  | 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: e0744f470eb5b5e5252d520168b80f475e028c7fb98a87865f9ce3d1fee1e92e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bcdfbf513ac67ca160949edb2f2b22e46ea0904f9521e825ce2969b8b297d3bf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-22T13:04:34Z",
    "title_canon_sha256": "86d69703249b7de5dda4e684caad7e1c2574c6784e64811ec2046319183aa876"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17156",
    "kind": "arxiv",
    "version": 1
  }
}