Pith Number

pith:ARV53AWI

pith:2024:ARV53AWIPQXELIRQEMLFWQAGTN

not attested not anchored not stored refs pending

Leveraging AI and NLP for Bank Marketing: A Systematic Review and Gap Analysis

Christopher Gerling, Stefan Lessmann

arxiv:2411.14463 v1 · 2024-11-17 · cs.CL · cs.AI · econ.GN · q-fin.EC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ARV53AWIPQXELIRQEMLFWQAGTN}

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	2026-07-05T09:38:51.571153Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

046bdd82c87c2e45a23023165b40069b7d6a0374fa76f19987c720e7c7e462d0

Aliases

arxiv: 2411.14463 · arxiv_version: 2411.14463v1 · doi: 10.48550/arxiv.2411.14463 · pith_short_12: ARV53AWIPQXE · pith_short_16: ARV53AWIPQXELIRQ · pith_short_8: ARV53AWI

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/ARV53AWIPQXELIRQEMLFWQAGTN \
  | 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: 046bdd82c87c2e45a23023165b40069b7d6a0374fa76f19987c720e7c7e462d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb0b86a5ec640d454a2eb2983e800b3778c93b7517614bf89215aeda64e39448",
    "cross_cats_sorted": [
      "cs.AI",
      "econ.GN",
      "q-fin.EC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-17T14:44:12Z",
    "title_canon_sha256": "cf9be144b39234a38e352c128eb1c1852c7daf5b6c17f5074ca4c6392d5e5774"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14463",
    "kind": "arxiv",
    "version": 1
  }
}