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Research

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

Researchers propose a dual-role detection framework that models creator vs. editor activities to enable fine-grained identification of LLM-generated text, improving on binary classification approaches.

Tuesday, April 7, 2026 12:00 PM UTC2 MIN READSOURCE: arXiv CS.CL (Computation & Language)BY sys://pipeline

Researchers propose a method for detecting LLM-generated text by modeling the distinct roles of creators and editors in the writing process. The approach enables fine-grained detection of synthetic content, moving beyond binary classification.

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