Pith Number

pith:UVJVSUNE

pith:2024:UVJVSUNEQVSVG3FSPGNKPSOEHR

not attested not anchored not stored refs pending

Automating Customer Needs Analysis: A Comparative Study of Large Language Models in the Travel Industry

Emiliano Marrale, Filippo Chiarello, Lorenzo Cascone, Salvatore Puccio, Simone Barandoni

arxiv:2404.17975 v2 · 2024-04-27 · cs.CL · cs.AI · cs.HC · 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{UVJVSUNEQVSVG3FSPGNKPSOEHR}

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

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG

Receipt and verification

First computed	2026-07-05T10:46:37.064214Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5535951a48565536cb2799aa7c9c43c6c0fcc40edf0a37545e3faa34ae94caf

Aliases

arxiv: 2404.17975 · arxiv_version: 2404.17975v2 · doi: 10.48550/arxiv.2404.17975 · pith_short_12: UVJVSUNEQVSV · pith_short_16: UVJVSUNEQVSVG3FS · pith_short_8: UVJVSUNE

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/UVJVSUNEQVSVG3FSPGNKPSOEHR \
  | 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: a5535951a48565536cb2799aa7c9c43c6c0fcc40edf0a37545e3faa34ae94caf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ac73f052631b6c89fbdca39790fbf02872089fe4c88db4fa2ee8a27225f783c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-27T18:28:10Z",
    "title_canon_sha256": "cd78be69e211a5281a51d795e5a8c76cdcb76ecf68068aa31af78c8ae653f642"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.17975",
    "kind": "arxiv",
    "version": 2
  }
}