- StyloAI: Distinguishing AI-Generated Content material materials with Stylometric Analysis
Authors: Chidimma Opara
Abstract: The emergence of big language fashions (LLMs) capable of producing lifelike texts and photos has sparked ethical points all through quite a few sectors. In response, researchers in academia and commerce are actively exploring methods to inform aside AI-generated content material materials from human-authored supplies. Nonetheless, an necessary question stays: What are the distinctive traits of AI-generated textual content material? Addressing this gap, this study proposes StyloAI, a data-driven model that makes use of 31 stylometric choices to ascertain AI-generated texts by making use of a Random Forest classifier on two multi-domain datasets. StyloAI achieves accuracy fees of 81% and 98% on the examine set of the AuTextification dataset and the Coaching dataset, respectively. This technique surpasses the effectivity of current state-of-the-art fashions and provides useful insights into the variations between AI-generated and human-authored texts.
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