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Opinion·4d ago·all news from July 17, 2026

Show Me How You Reason and I'll Tell You Who You Are: Reasoning Graphs for Robust LLM Authorship Attribution

Researchers have developed a method for authorship attribution that analyzes the reasoning patterns within large language models rather than just surface-level linguistic features. By creating reasoning graphs that map how models reach conclusions, this approach aims to identify the specific LLM behind a piece of text more reliably. This technique offers a way to distinguish between different models as their generated outputs become increasingly similar in style and structure.

Covered by 1 source

  • AarXiv CS.AIZlata Kikteva, Artur Romazanov, Annette Hautli-Janisz, Ramon Ruiz-Dolz4d ago

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