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Pith Number

pith:H3L7DXCA

pith:2026:H3L7DXCA2OIRIXVBE7I5HQJTOC
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Beyond the Final Actor: Modeling the Dual Roles of Creator and Editor for Fine-Grained LLM-Generated Text Detection

Danding Wang, Juan Cao, Qiang Sheng, Yang Li, Yehan Yang, Zhengjia Wang

RACE separates creator intent from editor style to enable four-class detection of LLM-generated text.

arxiv:2604.04932 v3 · 2026-04-06 · cs.CL

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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.

Claims

C1strongest claim

RACE outperforms 12 baselines in identifying fine-grained types with low false alarms, offering a policy-aligned solution for LLM regulation.

C2weakest assumption

That Rhetorical Structure Theory graphs and Elementary Discourse Unit features reliably separate creator intent from editor style even when both roles are played by LLMs or when editing is subtle.

C3one line summary

RACE uses Rhetorical Structure Theory for creator logic graphs and Elementary Discourse Unit features for editor style to outperform baselines on four-class LLM text detection.

Formal links

2 machine-checked theorem links

Receipt and verification
First computed 2026-05-20T00:04:30.830038Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3ed7f1dc40d391145ea127d1d3c13370a92bf1b476205ad75306d340a3251ec9

Aliases

arxiv: 2604.04932 · arxiv_version: 2604.04932v3 · doi: 10.48550/arxiv.2604.04932 · pith_short_12: H3L7DXCA2OIR · pith_short_16: H3L7DXCA2OIRIXVB · pith_short_8: H3L7DXCA
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Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/H3L7DXCA2OIRIXVBE7I5HQJTOC \
  | 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: 3ed7f1dc40d391145ea127d1d3c13370a92bf1b476205ad75306d340a3251ec9
Canonical record JSON
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    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-04-06T17:59:55Z",
    "title_canon_sha256": "79023ffe90622d7d170bad0569622f6d7cc71a74ebd4c3fde8c328d018fe4e35"
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