Pith Number

pith:IPPFZXSG

pith:2022:IPPFZXSGQP3TEHOKALVDESWF72

not attested not anchored not stored refs pending

Natural Language Processing in Customer Service: A Systematic Review

Areej Alotaibi, Hala Qudaih, Hend Al-Khalifa, Malak Mashaabi, Raghad Alnashwan

arxiv:2212.09523 v1 · 2022-12-16 · 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{IPPFZXSGQP3TEHOKALVDESWF72}

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

Towards Proactive Information Probing: Customer Service Chatbots Harvesting Value from Conversation

Receipt and verification

First computed	2026-07-05T05:26:23.203497Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43de5cde4683f7321dca02ea324ac5fe8663cbf444870adf860bbaeb4db5aca2

Aliases

arxiv: 2212.09523 · arxiv_version: 2212.09523v1 · doi: 10.48550/arxiv.2212.09523 · pith_short_12: IPPFZXSGQP3T · pith_short_16: IPPFZXSGQP3TEHOK · pith_short_8: IPPFZXSG

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/IPPFZXSGQP3TEHOKALVDESWF72 \
  | 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: 43de5cde4683f7321dca02ea324ac5fe8663cbf444870adf860bbaeb4db5aca2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53f496e47cdca9c5866cbfe17309cd48cb5869cac1ccf2dbe7a7f382721533a3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-16T18:17:07Z",
    "title_canon_sha256": "fe97c4905bfc7e7af53c725822befb9adce0ee3e2c6a0396a26355cb328b79c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.09523",
    "kind": "arxiv",
    "version": 1
  }
}