Pith Number

pith:KAQFFIO7

pith:2024:KAQFFIO7IALL3IUNPETMVHMERE

not attested not anchored not stored refs pending

On the Generalization and Adaptation Ability of Machine-Generated Text Detectors in Academic Writing

Fenghua Tong, Jiaheng Wei, Jingyi Zheng, Qingyuan Gong, Xinlei He, Yang Chen, Yang Zhang, Yifan Liao, Yule Liu, Zhen Sun, Zhiyuan Zhong

arxiv:2412.17242 v3 · 2024-12-23 · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{KAQFFIO7IALL3IUNPETMVHMERE}

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Record completeness

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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

Human-LLM Coevolution: Evidence from Academic Writing

Receipt and verification

First computed	2026-07-05T11:47:16.949801Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

502052a1df4016bda28d7926ca9d84892c6b1e88ebdfe12875c4b6619c23aa5c

Aliases

arxiv: 2412.17242 · arxiv_version: 2412.17242v3 · doi: 10.48550/arxiv.2412.17242 · pith_short_12: KAQFFIO7IALL · pith_short_16: KAQFFIO7IALL3IUN · pith_short_8: KAQFFIO7

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/KAQFFIO7IALL3IUNPETMVHMERE \
  | 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: 502052a1df4016bda28d7926ca9d84892c6b1e88ebdfe12875c4b6619c23aa5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d21f57bbaf985bdb33b3a9ae9015027ac7969376a9cbb1e3d2012aea041ecf20",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-23T03:30:34Z",
    "title_canon_sha256": "87927153ede351444b5989fb8dcde6712f3a775b0a74b58e534be29d0b0cc5c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17242",
    "kind": "arxiv",
    "version": 3
  }
}