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Pith Number

pith:3S7G5E56

pith:2025:3S7G5E56MOWLNNLO3EAIV3ICKD
not attested not anchored not stored refs pending

Domain Knowledge-Enhanced LLMs for Fraud and Concept Drift Detection

Ali \c{S}enol, Garima Agrawal, Huan Liu

arxiv:2506.21443 v1 · 2025-06-26 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3S7G5E56MOWLNNLO3EAIV3ICKD}

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

Receipt and verification
First computed 2026-05-27T02:05:03.834255Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

dcbe6e93be63acb6b56ed9008aed0250d91540750e9a9ad17587612c885ecb2d

Aliases

arxiv: 2506.21443 · arxiv_version: 2506.21443v1 · doi: 10.48550/arxiv.2506.21443 · pith_short_12: 3S7G5E56MOWL · pith_short_16: 3S7G5E56MOWLNNLO · pith_short_8: 3S7G5E56
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3S7G5E56MOWLNNLO3EAIV3ICKD \
  | 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: dcbe6e93be63acb6b56ed9008aed0250d91540750e9a9ad17587612c885ecb2d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9ca16157bc9d56ec8ae8ae65d6bc4481011c2d0a968fa43ad88de3594551a4f1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-26T16:29:45Z",
    "title_canon_sha256": "83be49938cff5cb365d9c4fa27ee4739f30e2d8417effe3605737e917e72884b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.21443",
    "kind": "arxiv",
    "version": 1
  }
}