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Author

Emily Wenger

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Preprint Aug 2026

Are LLMs becoming similarly creative? Evidence from three years of models

A preliminary analysis of LLM creative outputs spanning three years of model releases shows a statistically significant decrease in model output diversity over time, suggesting that LLM outputs may be converging in creative substance across models.

Nirav Patel, Josiah Crossman, Eva Aggarwal et al. · 3 citations

Identifying AI Web Scrapers Using Canary Tokens

This paper proposes a novel technique for accurately and automatically inferring LLM-related scrapers and demonstrates that the approach can reliably identify which scrapers feed which LLM, including several that are not publicly known or disclosed by the companies.

Steven Seiden, Triss Ren, Caroline Zhang et al. · 0 citations
Preprint Aug 2026

Where Models Converge and Humans Diverge: A Coverage Framework for Distributional Pluralism in Open-Ended Generation

A human-grounded framework that uses the empirical distribution of human writing on a topic to measure the distributional breadth of LLM-generated content on that same topic, and proposes two metrics, LLM Coverage (LLM-Cov) and In-Boundary Rate (IBR), that separate the plausibility of LLM content from its distributiona...

Zini Yang, Emily Wenger, R. So · 0 citations

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