Pith. sign in
Pith Number

pith:D5SXWF2I

pith:2024:D5SXWF2IP2BCFCTLA4IJMWRLFN
not attested not anchored not stored refs pending

Using Machine Learning to Distinguish Human-written from Machine-generated Creative Fiction

Andrea Cristina McGlinchey, Peter J Barclay

arxiv:2412.15253 v1 · 2024-12-15 · cs.CL · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{D5SXWF2IP2BCFCTLA4IJMWRLFN}

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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 2026-07-05T09:52:00.517243Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1f657b17487e82228a6b0710965a2b2b55c7e55c4340b8bc4eecc3b2d459b7de

Aliases

arxiv: 2412.15253 · arxiv_version: 2412.15253v1 · doi: 10.48550/arxiv.2412.15253 · pith_short_12: D5SXWF2IP2BC · pith_short_16: D5SXWF2IP2BCFCTL · pith_short_8: D5SXWF2I
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/D5SXWF2IP2BCFCTLA4IJMWRLFN \
  | 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: 1f657b17487e82228a6b0710965a2b2b55c7e55c4340b8bc4eecc3b2d459b7de
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f17332c015959a9d087b719fefa3a10590900c1328b061d6e804e995f1712a01",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-15T12:46:57Z",
    "title_canon_sha256": "236777a8649d8ac3cd55a6b5dd4a4c567009dfc4e496b2ab5d4eed02e0d05a4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15253",
    "kind": "arxiv",
    "version": 1
  }
}